{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "initial_id",
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    ""
   ]
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# IMDB 模型对比分析",
   "id": "b10f5c53373a6ae2"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 导包",
   "id": "1697f4fe058ef5be"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T07:49:19.912140Z",
     "start_time": "2025-06-12T07:49:19.908675Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, f1_score\n",
    "import time\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from sklearn.neighbors import KNeighborsClassifier\n",
    "from sklearn.decomposition import TruncatedSVD \n",
    "# 用于稀疏矩阵的PCA变体\n",
    "import numpy as np"
   ],
   "id": "871c362436709f78",
   "outputs": [],
   "execution_count": 4
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 数据集准备和预处理",
   "id": "7e4dd5d20b8aafbc"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T07:47:56.226202Z",
     "start_time": "2025-06-12T07:47:52.952299Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "\n",
    "def load_imdb_data(data_dir):\n",
    "    data = {'review': [], 'label': [], 'split': []}\n",
    "    for split in ['train', 'test']:\n",
    "        for label in ['pos', 'neg']:\n",
    "            path = os.path.join(data_dir, split, label)\n",
    "            for file in os.listdir(path):\n",
    "                with open(os.path.join(path, file), encoding='utf-8') as f:\n",
    "                    data['review'].append(f.read())\n",
    "                    data['label'].append(1 if label == 'pos' else 0)\n",
    "                    data['split'].append(split)\n",
    "    return pd.DataFrame(data)\n",
    "\n",
    "df = load_imdb_data('./aclImdb')  # 修改为你的数据路径\n",
    "print(df.head())"
   ],
   "id": "c5036f90b532c0c1",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                              review  label  split\n",
      "0  Bromwell High is a cartoon comedy. It ran at t...      1  train\n",
      "1  Homelessness (or Houselessness as George Carli...      1  train\n",
      "2  Brilliant over-acting by Lesley Ann Warren. Be...      1  train\n",
      "3  This is easily the most underrated film inn th...      1  train\n",
      "4  This is not the typical Mel Brooks film. It wa...      1  train\n"
     ]
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 数据集划分",
   "id": "81dbfe1e9ca0118c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T07:52:32.137860Z",
     "start_time": "2025-06-12T07:52:31.965126Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置 seaborn 样式\n",
    "sns.set_style(\"whitegrid\")  # 使用 seaborn 的 whitegrid 样式\n",
    "\n",
    "# 设置图形尺寸\n",
    "plt.figure(figsize=(10, 6))\n",
    "\n",
    "# 创建柱状图\n",
    "sns.countplot(x='label', hue='split', data=df, palette='pastel', edgecolor='black', linewidth=1.2)\n",
    "\n",
    "# 美化图形\n",
    "plt.title('Class Distribution in Train and Test Sets', fontsize=14, pad=15, fontweight='bold', color='darkblue')\n",
    "plt.xticks([0, 1], ['Negative', 'Positive'], fontsize=12, rotation=0)\n",
    "plt.yticks(fontsize=12)\n",
    "plt.xlabel('Class', fontsize=12)\n",
    "plt.ylabel('Count', fontsize=12)\n",
    "\n",
    "# 添加网格线\n",
    "plt.grid(axis='y', linestyle='--', alpha=0.7, zorder=0)\n",
    "\n",
    "# 优化图例\n",
    "plt.legend(title='Dataset Split', title_fontsize=12, fontsize=10, loc='upper right', frameon=True, facecolor='white', edgecolor='black')\n",
    "\n",
    "# 添加数值标签\n",
    "for p in plt.gca().patches:\n",
    "    plt.gca().annotate(f'{int(p.get_height())}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
    "                       ha='center', va='bottom', fontsize=10, color='black', xytext=(0, 5), textcoords='offset points')\n",
    "\n",
    "# 调整布局\n",
    "plt.tight_layout()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "id": "250360cc024de037",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# Top-10的字母和词汇统计",
   "id": "3672452fcc21978c"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:08:11.845913Z",
     "start_time": "2025-06-12T08:07:51.789055Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from collections import Counter\n",
    "from wordcloud import WordCloud\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# 设置全局样式（使用更鲜明的主题）\n",
    "plt.style.use('dark_background')  # 使用深色背景样式\n",
    "sns.set_palette(\"husl\")  # 使用鲜艳的 Husl 颜色方案\n",
    "\n",
    "# 简单分词（英文数据）\n",
    "all_words = ' '.join(df['review']).lower().split()\n",
    "word_freq = Counter(all_words)\n",
    "common_words = word_freq.most_common(10)\n",
    "\n",
    "# Top-10 词频柱状图\n",
    "words, counts = zip(*common_words)\n",
    "plt.figure(figsize=(12, 7))  # 增大尺寸\n",
    "sns.barplot(x=list(words), y=list(counts), edgecolor='white', linewidth=2, saturation=1.0)\n",
    "plt.title(\"Top-10 Most Frequent Words\", fontsize=16, fontweight='bold', color='cyan', pad=20)\n",
    "plt.xticks(rotation=45, fontsize=14, color='lightgray')\n",
    "plt.yticks(fontsize=14, color='lightgray')\n",
    "plt.xlabel(\"Words\", fontsize=14, color='lightgray')\n",
    "plt.ylabel(\"Frequency\", fontsize=14, color='lightgray')\n",
    "plt.grid(axis='y', linestyle='-', alpha=0.3, color='white', zorder=0)\n",
    "for i, v in enumerate(counts):\n",
    "    plt.text(i, v + 1, str(v), ha='center', va='bottom', fontsize=12, color='yellow')  # 数值标签\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 字符频率柱状图\n",
    "all_chars = ''.join(df['review']).lower()\n",
    "char_freq = Counter(all_chars)\n",
    "common_chars = char_freq.most_common(10)\n",
    "\n",
    "chars, counts = zip(*common_chars)\n",
    "plt.figure(figsize=(12, 7))  # 增大尺寸\n",
    "sns.barplot(x=list(chars), y=list(counts), edgecolor='white', linewidth=2, saturation=1.0)\n",
    "plt.title(\"Top-10 Most Frequent Characters\", fontsize=16, fontweight='bold', color='cyan', pad=20)\n",
    "plt.xticks(fontsize=14, color='lightgray')\n",
    "plt.yticks(fontsize=14, color='lightgray')\n",
    "plt.xlabel(\"Characters\", fontsize=14, color='lightgray')\n",
    "plt.ylabel(\"Frequency\", fontsize=14, color='lightgray')\n",
    "plt.grid(axis='y', linestyle='-', alpha=0.3, color='white', zorder=0)\n",
    "for i, v in enumerate(counts):\n",
    "    plt.text(i, v + 1, str(v), ha='center', va='bottom', fontsize=12, color='yellow')  # 数值标签\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 词云\n",
    "wordcloud = WordCloud(width=1000, height=500, background_color='black', colormap='magma', max_words=50).generate(' '.join(all_words))\n",
    "plt.figure(figsize=(14, 8))  # 增大尺寸\n",
    "plt.imshow(wordcloud, interpolation='bilinear')\n",
    "plt.title(\"Word Cloud of Reviews\", fontsize=16, fontweight='bold', color='cyan', pad=20)\n",
    "plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "ab3bc9bf90d66419",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1400x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 模型训练，及性能柱状图",
   "id": "2ac13dc929a51e60"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "",
   "id": "1c4291d56809fab0"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:13:12.099993Z",
     "start_time": "2025-06-12T08:12:33.900856Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 特征提取\n",
    "vectorizer = TfidfVectorizer(max_features=5000, stop_words='english')\n",
    "X = vectorizer.fit_transform(df['review'])\n",
    "y = df['label']\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=df['split'], test_size=0.2, random_state=42)\n",
    "# 模型集合\n",
    "models = {\n",
    "    \"Logistic Regression\": LogisticRegression(max_iter=500),\n",
    "    \"Naive Bayes\": MultinomialNB(),\n",
    "    \"SVM\": LinearSVC(max_iter=1000),\n",
    "    \"Decision Tree\": DecisionTreeClassifier(max_depth=20),\n",
    "    \"Random Forest\": RandomForestClassifier(n_estimators=50, max_depth=20),\n",
    "    \"KNN\": KNeighborsClassifier(n_neighbors=5)\n",
    "}\n",
    "\n",
    "metrics = {}\n",
    "for name, model in models.items():\n",
    "    start = time.time()\n",
    "    model.fit(X_train, y_train)\n",
    "    end = time.time()\n",
    "    y_pred = model.predict(X_test)\n",
    "    metrics[name] = {\n",
    "        'Accuracy': accuracy_score(y_test, y_pred),\n",
    "        'F1': f1_score(y_test, y_pred),\n",
    "        'Time': end - start\n",
    "    }\n",
    "\n",
    "# 修改后的可视化部分\n",
    "metrics_df = pd.DataFrame(metrics).T.reset_index().rename(columns={'index': 'Model'})\n",
    "\n",
    "# 创建三个独立的图表\n",
    "plt.figure(figsize=(10, 6))\n",
    "ax1 = sns.barplot(data=metrics_df, x='Model', y='Accuracy')\n",
    "plt.title('Model Accuracy Comparison', fontsize=14)\n",
    "plt.xticks(rotation=45, fontsize=12)\n",
    "plt.ylabel('Accuracy', fontsize=12)\n",
    "plt.ylim(0, 1.0)\n",
    "\n",
    "# 添加数据标签\n",
    "for p in ax1.patches:\n",
    "    ax1.annotate(f'{p.get_height():.4f}', \n",
    "                (p.get_x() + p.get_width() / 2., p.get_height()), \n",
    "                ha='center', va='center', \n",
    "                xytext=(0, 5), \n",
    "                textcoords='offset points',\n",
    "                fontsize=10)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "ax2 = sns.barplot(data=metrics_df, x='Model', y='F1')\n",
    "plt.title('Model F1 Score Comparison', fontsize=14)\n",
    "plt.xticks(rotation=45, fontsize=12)\n",
    "plt.ylabel('F1 Score', fontsize=12)\n",
    "plt.ylim(0, 1.0)\n",
    "\n",
    "# 添加数据标签\n",
    "for p in ax2.patches:\n",
    "    ax2.annotate(f'{p.get_height():.4f}', \n",
    "                (p.get_x() + p.get_width() / 2., p.get_height()), \n",
    "                ha='center', va='center', \n",
    "                xytext=(0, 5), \n",
    "                textcoords='offset points',\n",
    "                fontsize=10)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "plt.figure(figsize=(10, 6))\n",
    "ax3 = sns.barplot(data=metrics_df, x='Model', y='Time')\n",
    "plt.title('Model Training Time Comparison', fontsize=14)\n",
    "plt.xticks(rotation=45, fontsize=12)\n",
    "plt.ylabel('Training Time (s)', fontsize=12)\n",
    "\n",
    "# 添加数据标签（对时间使用不同的格式化）\n",
    "for p in ax3.patches:\n",
    "    time_val = p.get_height()\n",
    "    # 根据时间大小选择合适的格式\n",
    "    if time_val < 1:\n",
    "        label = f'{time_val:.3f}'\n",
    "    else:\n",
    "        label = f'{time_val:.2f}'\n",
    "    ax3.annotate(label, \n",
    "                (p.get_x() + p.get_width() / 2., p.get_height()), \n",
    "                ha='center', va='center', \n",
    "                xytext=(0, 5), \n",
    "                textcoords='offset points',\n",
    "                fontsize=10)\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "434b6c132b1ddf4c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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ravfs2dNbunSpW+ZKy5LNmDHDPTZ6P79692233Zbkax3v7/i/Qu/l448/dr9jPY/arTXE27Vrl+T+x3vM+NXL/crtfmht7qSOz4Tb/fd/zz33eK+++qpr186dO91xV6VKlXiPVdV2VQRXBX/9TtW2Dz74wFV6nzNnjvt7aFmu6Orl+jscq3q5/7wvvviiW/9ba3urDVrjPOHfVKElyL7//nu3n5aPmzVrlnfjjTf+52v44S+/d6LHOEEQBGHHFVn+3w8AAACZmkYDqOe6c+fO9sYbb4TdHABAjGBONwAAAAAAASHpBgAAAAAg1pNuVS1VVdB69eolu8+FF17oCqioUMyCBQtcsRAAAAAAANKrdJF0qyKnKm9WqVIl2X20HMr06dNdNc7q1avbvHnzbNq0afGWSQEAADhRWrJMS5kxnxsAEFNJd+XKlV3vtZbGOJa2bdvagQMHrHfv3m4NWC2TorUxtQwKAAAAAADpUehJt4aTz5w50y655JJj7le7dm2bM2dOvG1z5879z8cBAAAAABCW7BaykSNHHtd+JUuWtOXLl8fbtm3btmMOSU9KqVKlXA85AAAAAAAno0CBArZ58+b0nXQfL83dPnToULxtuq354ClJuDdt2hRA6wAAAAAAmVHp0qWPmXhnmKT74MGDiRJs3Y6Lizvu5/B7uCtWrGh///13qrcRAAAAAJA55M+f31avXv2fI6kzTNKtHuoSJUrE26bbW7ZsSfFz6TEMMQcAAAAAnMzQ8gxRSO14qcL5pZdeGm/bZZdd5rYDAAAAAJAepeuku3jx4pY7d27388SJE61gwYL20ksvuWXG9G++fPlswoQJYTcTAAAAAICMl3Rv3brVrc8tGg7evHlzq1u3ri1atMgtIda0adMUzekGAAAAACAtpas53VmyZDnm7YULF1r16tXTuFUAAAAAAMRgTzcAAAAAABkZSTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISXcMypUrl40aNcp27dplmzdvth49eiS7b8uWLW3FihW2b98+mz17tlWrVi3e8wwdOtS2bdvmYuTIkZY3b97I/QULFrR33nnHPXbDhg12zz33xHvuO++809auXWt79uyxTz/91MqWLRvQOwYAAACA9MvLLFGgQAFP9G/YbQkyhg4d6v30009etWrVvJYtW3p79uzxWrdunWi/c88914uLi/Nuvvlm7+yzz/aGDRvmbd682cuTJ4+7f8CAAd6SJUu86tWrezVq1PCWL1/uvfTSS5HHT58+3Zs3b5533nnnuefXczVu3Njdp3/1us2aNfPOOeccb+LEia5NYf9uCIIgCIIgCIIgLG3zy/Abmw5/KRk28ubN65LfevXqRbb17dvXmzlzZqJ977vvPm/hwoWR2/nz53e/HyXZuq0k+e67747c361bN2/ZsmXu5/PPP987fPiwV7Zs2cj9Str79+/vflZy/sEHH0Tuq1KlinvuIkWKhP47IgiCIAiCIAiCsDTKLxleHmOqVq1qOXLksHnz5kW2zZkzxy6++GLLkiVLvH3/+usvO++88+zSSy9193Xq1MkNBdeQcP/+Nm3auGHkilatWtnixYvdffXr17clS5bYunXrIs+n4eX9+vWLPPbyyy+3ihUrWrZs2eyWW25x+2rIOwAAAABkJqFfIUhvVyIycrRq1crbsmVLvG2VKlVy77to0aLxtufMmdP1Rot6rQ8dOuQ1atQocv9FF13krV+/3jt69KgL9XyrN1z3vfjii+6xPXv29H777Tdv5cqV3h133BF5bMGCBb1vv/028ty7d+92veNh/34Igsg4kStXLm/UqFHerl273NSXHj16JLuvptKsWLHC27dvnzd79mw3vUbby5Qp4yWnbt26Xr9+/ZK8b+3atYleo127dkmOGiIIgiAIInNGAXq6MycVOjt06FC8bf5tFUaLVqRIEStRooTdfffdrid87Nix9uabb1qxYsXc/eXLl7c//vjDGjRoYE2aNLHcuXPb4MGD3X358+e3Ro0aWZ06dey6666zZ5991l588UXXGy6lSpVy+7dr1871pH/77bf29ttvJ2oDACRn0KBBVqNGDfcZ1LVrVzeSpnXr1on2O/fcc238+PE2cOBAN9rnp59+smnTplmePHlckUd9zkWH9l2wYIF999139vzzz8e7r1KlSm6kzpAhQ+K9hkb3vPbaa2n47gEAQCwJ/QpBersSkZGjTZs2yfZ0FypUKN72sWPHeiNGjIjczpIli7dq1SrvgQcecL8j9RjVqlUrcv+ll17qHTlyxCtRooT3yiuveHv37nVzyP371fv92WefuZ9nzZrlnse/L1++fN7OnTu966+/PvTfEUEQmas+RXRccskl3sGDB72KFSsm+bojR450o3Sitz322GPegQMHvKVLl9LTTRAEQRCE5wc93ZnUpk2brGjRom4etU+9N3FxcbZ79+54+1avXt3Ny/Z5nudulylTxvX2qDc7+n7N59bznnHGGbZlyxbbuHGje17f6tWr3X1JPff+/fttzZo17rkBIC3rU0R75pln7PXXX3efVwmdc8457rE9e/aMt/2KK65wo30mTZqUqu8RAABkDiTdMUbDKg8fPmy1a9eObNMQ8IULF7qkOprW8NawzGgqfKaCZ7pPou9XIi66f/78+XbWWWfZKaecErm/cuXKtn79+iSfO2fOnG6d7ujCawCQnJIlS9qOHTvc55lv27Ztbsi4psZEe//9991w8rlz59o///zjhoyrCGTCC41Kyi+55BI3DD0pvXv3tq+++sp++OGHeNvr1q1rs2bNStX3BwAAMpfQu+XTW/d/Rg8N/dbSXlpbu0WLFq6I2bXXXuvuK168uJc7d273s4Z6a/hm+/btvXLlynkDBw50BYuKFSsWWYdbQzZVUE3DNPXz+PHj/2+IRNas3uLFi73Jkye7YZp6rv3793tXX321u19Dy3fs2OHW6a5QoYL31ltvucJEKowU9u+HIIj0H/pcUiHH6G1aolBKly4db3vJkiVd8bSuXbu6z6vXX3/d27BhQ+SzzA99Dr333ntJvp6GpGtKzZVXXplsm1R0jeHlBEEQBEHY/wvW6T65X0qGjjx58riTS51Abty40evevXvkPunQoUPk9q233uoq/mp+tuZh+xV//Qrkb7zxhrd161Y3T1zJvOZm+/eXKlXKmzp1qku2f//9d+/OO++M3Kek/MEHH3SJtpJ+JfDRa3oTBEGkRX0Kf1u2bNncRcXmzZsn+3rbtm1zj02uTSTdBEEQBEFYVJB0n9wvhSAIgggxVPBMyw0qWfa31a9f313kS5gYL1++PN5FP8X777/vDR8+PHK7Tp063t9//53saBstTaY4VptIugmCIAiCsKigkBoAwDJ7fQqfCrAtWrQo0ZKK0fdrTjgAAEBqy57qzxjDVJlblcER+1TASev7AgjHgQMHbMyYMTZy5EhXUbx06dLWq1cv97MUL17cVSg/ePCgq0b+1ltvuYRca2937tzZrZSgx/uqVKliK1asSPK1tCqDkvTk7gcAADhZoXfLp7fu/6TijDPO8OL273ePR+zT31p/87CP2fQaGqKrobiaI7t582avR48eye7bsmVLVzdANQZU7Cph3YCEtm/fHrlfRfq09vuePXu83377zXv44YfjDS1u2rSpK+in516yZEmkkB8RG5Fa9SkUqisxYMCAJF/ntNNOc8+noo/Hag/DywmCIAiCsBPIL7P8vx8yhQIFCtjevXvdMlf79u1L0WOrVatmP/74o+368HM7smNXYG1E+LIXLWSFWjW2iy66yK1NjsSGDh1ql19+uet19HsUb7311kTrGGvIr5ZfuvPOO93Q3fvvv99at25t5cqVcz2ZWsJp6tSprhfS9++//9r27dvd0lA///yzffvtt25tZT1GvZn9+/e3ESNG2Pnnn+96NrXM0/Tp0906yi+++KLVrFnTli5dGsJvBQAAAJlJgePMLxlenkJKuI9s3R52M4DQ5M2b1w3fveqqq9xFCcVzzz1n3bp1S5R0N27c2JYvX27jxo1ztx9++GG3n5Jxza/V2u6//PKLW385ISX1hQsXtrvuusutvaz9lFS3a9fOJd369+uvv7Zhw4a5/bXtmmuuseuvv56kGwAAAOkGSTeAFKlatarlyJHD5s2bF9k2Z84c69u3r2XJkiVekau//vrLzjvvPNejrbm26hnXPNy1a9e6+5V8K5lOrpBWy5YtXcId7dRTT3X/qnc9Z86ciR7n34/kUZ8ic6A2BQAA6QNJN4AUKVmypDuZV2Vpn3qqNRy8SJEi7j7f+++/73qfNbT8yJEjbuh4s2bNbPfu3e5+9XQrgf/+++9doazZs2e7Iehbt251zxndA547d267/fbb7eOPP3a3V61aFa9dSuAbNmzoCm/h2An36lWrLE/evGE3BQE7EBdnFStVIvEGACBkJN0AUjy8POGyS/7tXLlyxduuJLxEiRJ299132/z5861Lly725ptvuvnymrddqVIl968SbfWSDxgwwD755BOrVauWS9B9uk/zuTVvZuDAgYnapNfR0HYl95ojjuSph1sJN/UpMkdtCv29SboBAAgXSTeAFNESTQmTa/92XFxcvO3PPvusLVu2zM23ljvuuMNWrlzphplrHriGnms4up5T2rRpY1u2bHFrJms4ur+ck4aSN2/e3K644opE879PO+00++KLLyxr1qzu8QnXcEbSqE8BAACQNrKm0esAiBGbNm1yvWdKhn3qzVbC7Q8b91WvXt2WLFkSua2EWLdV8VxUwdxPuEW93poHrqHmkj17dpswYYK1aNHCmjZtGknEfaVKlbJZs2a5pL9+/frxhrYDAAAA6QFJN4AUUYEzzeeuXbt2ZFudOnXc8l0Je5k3b97s5lpHq1ixoq1bt84NFd+5c6dLlqOTaCX0/nzt1157zfVuX3nllS65TjjMfcaMGW4Yer169VwPOQAAAJDekHQDSBH1Tmu4twqW1ahRw/VC9+rVy4YMGeLuL168uCt6Jq+//rorfta+fXu3zrbmY/vremstQxVO0zJgep5q1arZe++95xJprc/dqFEjNwy9Z8+e9uuvv7rnVfhVt/v06eOes0OHDpHXVWidRAAA0gONxBo1apTt2rXLXYju0aNHsvtqxY4VK1ZEvh/1vejTah2alqUaDbpg/eGHH0ZGhUmxYsXsgw8+cK+zZs2ayHej76WXXnIXxqND9VYApA2SbgApppMGrbM9c+ZMGz58uPXr188mT57s7lPl8bZt27qfNTRc63IrQdZ63pdddpk1aNDADSMXnRT8+OOPNn36dPvmm29s/fr1dtNNN7n7WrduHent1nP6oR51/371di9YsCDe/X7yDwBA2AYNGuQuLOu7r2vXru770v9+i6ZRYePHj3cXp7U0p0aVTZs2za0MIv3797drr73WfUfqu1Qrfyjx9uk7+PTTT7f//e9/dt9999ngwYPd/tHP/9BDD7npYH6MHj06jX4LALJomqVlEhrOunfvXtcTpquIKaGrjUoOtr/2PsWHYlz2EsWs2B1tXYVtJYpALOGzLHPgcwwIny4Mq9bIVVddZd9++63b1rdvXzeSS8lxNCXKSqhr1qzpbufPn9+dqyph10VuTaHq3r27u5gtSpq17ZxzzrFTTz3VfvjhBzv77LPd9C154IEHXM/5pZde6m6rh/zWW291hUcBpH1+SU83AAAAkMrUY60e6Xnz5kW2zZkzx63QoaUwo6mIqFb0UJKs+zS9as+ePbZ27Vp3W9O0kkqYlXAr2f7zzz8jCbcsXbrUJewqSKqkQL3gv/zyS8DvGEByWDIMSEfOOOOMyJxlxDb1frB+MgDErpIlS7rPehUf9WnZSw0ZL1KkSLwVN95//3275pprbO7cuXbkyBFXJLRZs2aRVUG++uqreM+tXm9N1VJynS9fPitYsKB7XtVd8c8nlPArKVf9Ez2fetnV664EX8PPx44dm2a/CyCzI+kG0gl9Qa5etcry5M0bdlOQBg7ExVnFSpVIvAEghoeXHzp0KN42/7YKrEVTEq4h4ypuNn/+fOvSpYu9+eabboqIXwfFp+RcBUzvuusul9B///33rkjbsGHD7N5773XJvl+wTQXYKlWq5AqnaWUQ7aMVP1QvRUNip0yZEvjvAQBJN5BuqIdbCfeuDz+3Izt2hd0cBCh70UJWqFVj9zcn6QaA2HTw4MFEybV/Oy4uLt72Z5991pYtW2YjRoxwt++44w5buXKlG2auquU+rRiiXnElz2+88UYkkb/uuuvcfG8l0hpqrsdodRDdVo/2xx9/7Cqbi16nQoUKLrEn6QbSBkk3kM4o4abAFQAAGdumTZvcxdVs2bLZ0aNH3Tb1Zivh9oeN+6pXr25Dhw6N3FbP9JIlS9wymz6tDDJu3Di3ZGfCpcf8QmpaOlPD1hs3bux6yPfv3+/u9xNunxJ6VVQHkDYopAYAAACkMi37peHftWvXjmyrU6eOW/pSSXU0DQ/Xsl7RKlasGCmOpgRZCffLL7/shpBHK1SokFvXu3Dhwm7OuBJ8zQfXUpz+cmMJi7BdeOGFbrg5gLRBTzcAAACQylTUbMyYMa5nWsPES5cu7eZi62dRr7QqlGsY+uuvv25vvfWWS8i/++4769y5s+vl1uPVU641tbXsmIah63G+nTt3ul5sLTGmIeVPP/20S9C1PNjll1/u9tHQ8ocffth69uzp1vNWL/gtt9ySaNkyAMEh6QYAAAACoGHgr7zyis2cOdMl2P369XOJr2zdutU6duzoEmvNx1bi3KdPH7e8l3rJlTxriLiWGFMCrtBjotWvX98l4xp6/uqrr7r52uod1xxvDTkX/dumTRt74okn7Mknn7T169dbu3btXME2AGmDpBsAAAAIqLdbibUioYRrdas3W5GQqpMn3DchrcF9rJ7rjz76yAWAcDCnGwAAAACAgNDTDQAAgAznjDPOcNXBEdtUjZ3lNZHRkXQDAAAgwyXcq1etsjx584bdFATsQFycVaxUicQbGRpJNwAAADIU9XAr4d714ed2ZEf8NagRO7IXLWSFWjV2f2+SbmRkJN0AAADIkJRwH9m6PexmAMAxUUgNAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQKwm3bly5bJRo0bZrl27bPPmzdajR49k923ZsqWtWLHC9u3bZ7Nnz7Zq1aqlaVsBAAAAAMhQSfegQYOsRo0a1qBBA+vatav169fPWrdunWi/c88918aPH28DBw60qlWr2k8//WTTpk2zPHnyhNJuAAAAAADSddKdN29e69y5s3Xv3t0WL15sU6ZMseeee866deuWaN/GjRvb8uXLbdy4cfbbb7/Zww8/bCVLlnTJOAAAAAAA6VGoSbd6rHPkyGHz5s2LbJszZ45dfPHFliVLlnj7/vXXX3beeefZpZde6u7r1KmT7dmzx9auXRtCywEAAAAA+G/ZLUTqqd6xY4cdPnw4sm3btm1uyHiRIkXcfb7333/frrnmGps7d64dOXLE/v33X2vWrJnt3r07xa9boECBFD8mX758KX4MMjb9zU/kWDmZ10PmktbHmP+ayDzCOMaAtMBnWebCZxnSq+M9LrOHPbz80KFD8bb5t1VgLZqS8BIlStjdd99t8+fPty5dutibb75pF110kW3fvj1Fr7tp06ZUaD1inYr1AUHiGEPQOMYAxAI+y5DRhZp0Hzx4MFFy7d+Oi4uLt/3ZZ5+1ZcuW2YgRI9ztO+64w1auXOmGmWseeEqULl3aVUBP6VB4/sNnLnXr1rUlS5ak2etxjGU+aX2MCcdZ5hLGMQakBT7LMhc+y5Cee7qPp0M31KRbDSxatKhly5bNjh496rapN1sJd8Jh49WrV7ehQ4dGbnue5/7zlSlTJsWvq4Q7pUn3/v37U/w6yNj0N0/pcXKyr4fMJa2PMf81kXmEcYwBaYHPssyFzzJkdKEWUtOyX5rPXbt27ci2OnXq2MKFC11SHU1reCesVF6xYkVbt25dmrUXAAAAAIAMk3QfOHDAxowZYyNHjnRrdbdo0cJ69eplQ4YMcfcXL17ccufO7X5+/fXX7fbbb7f27dtbuXLl3Hrd6uXW4wEAAFJKU9pGjRplu3btchf3e/TokeR+M2fOdJ0BCeONN95w9xcsWDDRfdH1ZnT/O++843rqNmzYYPfcc0+iToiEj9eKLQCA2BDq8HLRF9wrr7zivtC0BFi/fv1s8uTJ7r6tW7dax44dXWI9YcIEy58/v/Xp08dOP/109wXVoEGDFBdRAwAAkEGDBrmL/jqf8C/k//777zZp0qR4+7Vq1cpy5swZua2lTXVe4teZ0Ug8rbhSpUqVyD5aZcU3fvx4l3hrZF+lSpVs3Lhxtnr1avv8888ta9asVqFCBbv88svtl19+iTwmegUXAEDGFnrSrd5uJdaKhBKu1T169GgXAAAAJ7uCSufOne2qq66yxYsXu1Bh1m7duiVKutUT7lOSPGDAALfvokWL3LbKlSu7hFnLniZ0/vnn2xVXXOESa02JW758udWvX98uu+wyl3SXLVvWJfQLFixItKILACA2hJ50AwAAhFH9OkeOHDZv3rzItjlz5ljfvn3dRf+EtWV86iQoXLiwW1XFp57u6F7qaEqwVfg1ugZN9PByPVZDzkm4ASB2hTqnGwAAIAwlS5Z0Q7hV0NWnnuo8efJYkSJFkn3cgw8+aC+99FK86tnq6dbUt++//942btxo7777rluNRc4++2yXcPfs2dN+++03t9yplj2Nfuw///xjH3/8sW3ZssW++eYbq1mzZmDvGwCQ9ki6AQBAphxenrB32b+tAmvJ9VoruVZx12iap33KKafY/fffb23btrVSpUrZJ5984oaiqx5No0aN3Oos1113neshf/HFF908cf+xhQoVcgXdmjZtaitWrLCvvvrKvQ4AIDYwvBwAAGQ6Bw8eTJRc+7fj4uKSfEybNm3s008/jTfHW1RpXMPR9Zz+fuq1VsG1I0eOWLZs2eymm25yz6t54Brafuedd9qHH37oVmbRBQB/DeKuXbu6+d4333yzW6kFAJDx0dMNAAAynU2bNlnRokVdQuzTkHAlxrt3707yMVdeeaVNmTIlyaKwfsItWlnlr7/+stKlS7vkW0POoxN5VS4/44wz3M9Hjx6NJNy+VatWuccCAGIDSTcAAMh0tPSo5nNrGS+fhoAvXLgwySJqmuddrlw5mzt3brztBQoUsJ07d7qh5z4NL1dCr+R5/vz5dtZZZ7nh59HzuNevX+9+/vrrr+2xxx6L3KcibhdccIF7LAAcD43S0RQVjcLZvHmzW5I5KVqiWZ9vCeONN95w92vUzWuvvebqXehz7dVXX7V8+fJFHq+VFl5++WV3n5Z2fvrpp+M9/4UXXug+81TzQisyXHTRRQG/84yDpBsAAGQ66p3WutwjR450a3W3aNHCevXqZUOGDHH3Fy9e3HLnzh3ZX2tw6zHRVchFvdSzZ89287T1PNWqVbP33nvPZsyYYT///LN9+eWXrmdbr1WxYkW7/vrr3VJlr7zyinu8CqhpLvjVV1/tlhXTCa3W9H7rrbfS+DcCIKMaNGiQ+/xp0KCBm6LSr18/a926daL9VEtCI3r80OeealmMGDHC3a8ikXqexo0bW8OGDa1WrVo2ePDgyOP1+aglEJs0aWLt2rVz02P8wpBK2KdPn+4+D6tXr+5Whpg2bZrbDpJuAACQSak3SHOs1fszfPhwd6I6efJkd596cVQUzackPLlh5x06dLAff/zRnXCq+rh6sTWHW/79919r1qyZK6qmfXRyrNdVsi1K1rXm97Bhw9zSYpofrsJrf//9d5r8DgBkbEpqdSGve/futnjxYjcFRp8p3bp1S7SvesK1SoNC02AGDBjg9tXnoGglBT1On1V6rtGjR7sRQKKCj7fddptLtDUiSKN0XnjhBVe7QvR5qQuTvXv3diN17rvvPndRUgUkQSE1AACQSekEUetuKxLSMO9oEyZMcJEUJeM6GU2OhnuqRyk5KphG0TQAJ0KFGXPkyOF6ln1z5syxvn37us+xpKbLiD73Chcu7FZU8EUn6mXKlHG92bqQKEq+9+zZY7NmzYrsE/1YTdXR60bTdJxLLrnEjfTJ7OjpBgAAAIAMqGTJkm4OtmpU+NSTnSdPHleLIjkPPvigG06u+dcJaXqLRuxohM8TTzzhtp199tlum1ZWWLlypa1du9YeeeSRyAVKtUMXGKOpHSx/+H/o6QYAAKlKlblVSAyxTyf7GzZsCLsZQKYeXq552dH82wmXRfSp8KOS4ddffz3J+9WDrboTzzzzjFsmUXO08+fPb+ecc45b7rBTp04uyVahNa3MoHnfybUjuTZkNiTdAAAgVRPu1atWWR6K52QKB+LirGKlSiTeQEi0XGHCxNa/Hb1UYbQ2bdq4ZFpzvJOinmx/nrZ6ry+//HI7cuSInXrqqW7I+R9//OHuP/PMM13hNiXdybUjuTZkNiTdAAAg1aiHWwn3rg8/tyM7kj6hQ2zIXrSQFWrV2P3NSbqBcGzatMn9H8yWLZsdPXrUbVNlciW7yRV/vPLKK+3xxx+Pt03zwrWKwhdffOEKoMmff/5pf/31l3v+LVu2uDoYfsItWplBF1r9duh1o+m2HgeSbgAAEAAl3Ee2bg+7GQAQ03766Sc3n1uFzFS4zC96pgrjSRVR0zzvcuXKRfb1aaUFFTxTdXItexg9VUg93+rp1jxxDTFfs2aNu79y5cpunrdofe6HHnoo3nNedtllidbyzqwopAYAAAAAGZB6n5Usjxw50q2xrZUSevXq5dbUFhVDy507d2T/KlWquMesW7cu3vOol1xztLWMmJLliy66yN5//32bOnWqrVixwn755Rf75JNPXJG1Cy64wK3lrSRbc79l4sSJVrBgQVecTcm4/s2XL1+yqz5kNiTdAAAAAJBB9ejRw621PXPmTBs+fLj169fPJk+e7O7bunWrm5vtUxKe3LDzPn362KRJk+yDDz5wz6Xh4x06dIjcf9NNN9mvv/7qlgYbO3asvfzyyzZs2DB3n4akN2/e3OrWrevaop73pk2bMqf7/2F4OQAAAABkUOq51rrbioT8Jb186nlOrvf5n3/+sd69e7tIyt69e10SHp2IR9OQdlU6R2L0dAMAAAAAEBB6ugEAAAAgAb+QGGLfjh07Al2FgaQbAAAAABIk3KtXrXJLICL2HYiLs4qVKgWWeJN0AwAAAEAU9XAr4d714eduCUTEruxFC1mhVo3d35ykGwAAAADSkBLuI1u3h90MZHAUUgMAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAIjVpDtXrlw2atQo27Vrl23evNl69OiR7L5VqlSx2bNnW1xcnC1dutTq16+fpm0FAAAAACBDJd2DBg2yGjVqWIMGDaxr167Wr18/a926daL9TjnlFPviiy9sxYoVdv7559uHH35okydPtmLFioXSbgAAAAAA0nXSnTdvXuvcubN1797dFi9ebFOmTLHnnnvOunXrlmjfDh062N9//21dunSxtWvX2uOPP25r1qxxCTsAAAAAAOlR9jBfvGrVqpYjRw6bN29eZNucOXOsb9++liVLFvM8L7JdQ8mnTp1q//77b2RbrVq10rzNAAAAAABkiKS7ZMmStmPHDjt8+HBk27Zt2yxPnjxWpEgRd5/v7LPPtgULFtirr75q11xzja1fv9569uwZL2E/XgUKFEjxY/Lly5fixyBj09/8RI6Vk3k9ZC5pfYz5r4nMg2MMaYHjDEHjGEN6Pc6Od//sYQ8vP3ToULxt/m0VWIuWP39+e+ihh2zIkCF21VVX2Q033GCff/65VapUyTZu3Jii1920aVMqtB6xTkX7gCBxjCFoHGNICxxnCBrHGDL6cRZq0n3w4MFEybV/WxXKox05csTN+9Zcbvnpp5+scePGdvPNN9vAgQNT9LqlS5e2ffv2pXgoPP/hM5e6devakiVL0uz1OMYyn7Q+xoTjLHPhGENa4DhD0DjGkF6PM/V0H0+HbqhJtxpYtGhRy5Ytmx09etRtK1GihEu4d+/eHW/fLVu22KpVq+Jt++WXX+yMM85I8esq4U5p0r1///4Uvw4yNv3NU3qcnOzrIXNJ62PMf01kHhxjSAscZwgaxxgy+nEWavVy9VZrPnft2rUj2+rUqWMLFy6MV0RN5s+f7644RdPQcs3tBgAAAAAgPQo16T5w4ICNGTPGRo4c6Zb+atGihfXq1cvN25bixYtb7ty53c/a54ILLnDreJcrV8769+/viqu9/fbbYb4FAAAAAADSZ9ItPXr0sEWLFtnMmTNt+PDhLqmePHmyu2/r1q3Wtm1b9/Mff/xhTZo0sauvvtp+/vln92+zZs1s8+bNIb8DAAAAAADS4Zxuv7e7Y8eOLhLSWt3RtDyYesQBAAAAAMgIQu/pBgAAAAAgVpF0AwAAAACQnpLunDlz2l133WWTJk1yQ74rVqxod955p9WsWTP1WwgAAAAAQGZJuosUKeKW9Bo6dKiVL1/eatWqZXnz5rXmzZvbN998E2/5LwAAAAAAMrMUJ93PP/+8nXLKKVa5cmW76KKLIsXO2rRp45LxJ554Ioh2AgAAAAAQ+0m3lup65JFHbO3ateZ5XmT7oUOHXEJevXr11G4jAAAAAAAZUoqT7ty5c9vOnTuTvO/IkSNuvjcAAAAAADiBpFtDyLt27ZrkfTfddJP98MMPqdEuAAAAAAAyvOwpfcCjjz5qX375pS1evNimT5/uhpjfeOON1r9/f2vSpIkLAAAAAABwAj3dc+bMsSuuuML2799vDzzwgCuk1qNHDytRooQ1a9bMVTAHAAAAAAAn0NPdoEEDtzZ3nTp13PzuQoUK2d69e10SDgAAAAAATqKne9KkSdaqVSv388GDB23Lli0k3AAAAAAApEbSvXv3bjtw4EBKHwYAAAAAQKaT4uHlAwYMsKFDh1rFihVtyZIl9vfffyfaZ/bs2anVPgAAAAAAMk/SPXLkSPfv008/7f5V9XKfiqrpdvbsKX5aAAAAAABiToqz4//973/BtAQAAAAAgMyedM+aNSuYlgAAAAAAkNkLqck555xj7777rqtcrqJqGzZssPHjx1ulSpVSv4UAAAAAAGSWnu7KlSu7dbqPHDliH3/8sW3dutVKlixpzZs3t2bNmtnFF19sq1atCqa1AAAAAADEctL9zDPP2Lp166x+/fq2d+/eyPZTTjnFvv76a1dgrXXr1qndTgAAAAAAYn94eb169VxiHZ1wi24PHDjQ3Q8AAAAAAE4g6T58+LAdPHgwyfsOHTpkuXLlSo12AQAAAACQ+ZLuhQsXWteuXZO87+6777YffvghNdoFAAAAAEDmm9P96KOP2ty5c23p0qU2YcIEV0itRIkSdv3111vFihWtUaNGwbQUAAAAAIBYT7oXLVpkV155pSuo9vjjj1uWLFnM8zzXw63ts2fPDqalAAAAAADEetIt33zzjV166aVu/nbBggVt9+7dliNHjkTF1QAAAAAAyMxSPKc7e/bsNmLECJs/f74dOHDAtmzZ4hLwP//80wYNGuR6vgEAAAAAwAkk3f3797ebb77Z3nvvvci2H3/80R566CG7/fbb7YEHHkjtNgIAAAAAkDmS7ptuusl69uxpgwcPjmzbtWuXvfTSS9a3b1+77bbbUruNAAAAAABkjqS7aNGi9ttvvyV536pVq+z0009PjXYBAAAAAJD5km4l1q1bt07yvmuuucbWrFmTGu0CAAAAACDzVS/XMPIxY8a4Hu/Jkye7AmrFihWzq6++2q3V3bFjx2BaCgAAAABArCfdb7/9tp1yyin26KOPWqtWrSLbd+zYYd26dXP3AwAAAACAE1ynW0uGKSpUqGBFihRx63Rr2LnneanfQgAAAAAAMsuc7mi//PKLrVy50vLmzWsFChRIvVYBAAAAAJCZku6aNWvaRx99ZO3bt49su/vuu23Tpk32/fff2+bNm91SYgAAAAAAIAVJ9/nnn2/ffPONXXjhhbZ//363rXr16jZkyBC3fJjmdj/xxBP29NNPuwrmAAAAAADgOOd09+nTx5YsWWINGza0AwcOuG3du3d3/9500022dOlS1wteokQJu/fee93PAAAAAABkdsfV03355Zfb0KFDIwm3NGnSxPVyK+H2ffbZZ3bRRRcF01IAAAAAAGIx6VaF8o0bN0ZuV6xY0a3TPXPmzHj7xcXFWa5cuVK/lQAAAAAAxGrSvXPnTjvttNMitxs0aOCWB/vqq6/i7Ve5cmXbvn176rcSAAAAAIBYTbpVRO2OO+5wP2fLls1uvfVWO3jwoM2YMSOyT86cOa1bt242Z86c4FoLAAAAAECsFVJ76qmn7LvvvrO1a9dalixZrEyZMq5a+d69e939HTt2dMuHVahQwW6++eag2wwAAAAAQOz0dK9YscJq167t5nAvX77cunbtav3794+XlBcrVsyuvfZaV+UcAAAAAAAcZ0+3rFy50jp37pzkfTVr1rStW7e6ed4AAAAAACCFSfexbNmyJTWeBgAAAACAzDe8HAAAAAAApBxJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABDmkmE333xzip503LhxJ9oeAAAAAAAyV9L9+OOPW5kyZdzPWbJkOea+nueRdAMAAAAAcLxJd9WqVW3atGlWuXJla9Kkif3111/BtwwAAAAAgMyQdP/999/WokUL+/HHH61bt2522223Bd8yAAAAAAAySyG13bt3W/fu3e2WW26x8uXLB9sqAAAAAAAyS0+37+OPP7YiRYpYXFxccC0CAAAAACAzJt2yd+/eYFoCAAAAAEBmHF5+7bXX2qmnnhp8awAAAAAAyGxJ9wcffGAVKlSIt613795WrFixoNoFAAAAAEDmSLoTrs2dNWtWGzhwoJ1++ulBtQsAAAAAgMxTvfy/EnEAAAAAAJBKSTcAAAAAADg2km4AAAAAAMJOuj3PO65tAAAAAAAghet0T5kyxQ4dOhRv28cff2z//PNPokS8fPnyx/u0AAAAAABk7qR7zJgxibZ9++23QbQHAAAAAIDMlXTfeuutwbcEAAAAAIAYE3ohtVy5ctmoUaNs165dtnnzZuvRo8d/PqZMmTK2b98+q1evXpq0EQAAAACAQOd0B2XQoEFWo0YNa9CggUumNZT9999/t0mTJiX7mFdeecXy58+fpu0EAAAAACBD9XTnzZvXOnfubN27d7fFixe7Ym3PPfecdevWLdnHtGvXzgoUKJCm7QQAAAAAIMMl3VWrVrUcOXLYvHnzItvmzJljF198sWXJkiXR/oULF3ZJ+Z133pnGLQUAAAAAIIMNLy9ZsqTt2LHDDh8+HNm2bds2y5MnjxUpUsTdF23w4MFu+PmKFStO6nVPpKc8X758J/WayHj0N0/LURUcY5lPWh9j/msi8+AYQ1rgOEPQOMaQXo+z490/e9jDyxOu/e3fVoG1aA0bNrQ6depYlSpVTvp1N23adNLPgdg3e/bssJuAGMcxhqBxjCEtcJwhaBxjyOjHWahJ98GDBxMl1/7tuLi4yLbcuXPbq6++al27dnWPOVmlS5d21c9TOhSe//CZS926dW3JkiVp9nocY5lPWh9jwnGWuXCMIS1wnCFoHGNIr8eZerqPp0M31KRbDSxatKhly5bNjh496raVKFHCJdy7d++O7FerVi0rV65coormn376qRtu3qVLlxS9rhLulCbd+/fvT9H+yPj0N0/pcXKyr4fMJa2PMf81kXlwjCEtcJwhaBxjyOjHWahJ908//eTmc9euXdvmzp3rtmkI+cKFC83zvMh+CxYssPLly8d77K+//uoqn3/xxRdp3m4AAAAAANJ90n3gwAHXUz1y5Ejr1KmTG/bdq1cv97MUL17c9uzZ44aUr127Nsme8u3bt4fQcgAAAAAA0vmSYdKjRw9btGiRzZw504YPH279+vWzyZMnu/u2bt1qbdu2DbuJAAAAAABkvJ5uv7e7Y8eOLhJKaq3u47kPAAAAAID0IPSebgAAAAAAYhVJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAIBYTbpz5cplo0aNsl27dtnmzZutR48eye7btGlTW7x4se3bt8+WLFliV199dZq2FQAAAACAlMhuIRs0aJDVqFHDGjRoYGXKlLExY8bY77//bpMmTYq33/nnn28ffvih9e7d26ZPn25NmjSxiRMnWs2aNW3p0qWhtR8AAAAAgHTZ0503b17r3Lmzde/e3fVgT5kyxZ577jnr1q1bon3btWtnX3/9tQ0bNszWrl1rI0aMsJkzZ9r1118fStsBAAAAAEjXPd1Vq1a1HDly2Lx58yLb5syZY3379rUsWbKY53mR7eoBz5kzZ6LnOPXUU9OsvQAAAAAAZJiku2TJkrZjxw47fPhwZNu2bdssT548VqRIEXefb9WqVfEee+6551rDhg1t5MiRKX7dAgUKpPgx+fLlS/FjkLHpb34ix8rJvB4yl7Q+xvzXRObBMYa0wHGGoHGMIb0eZ8e7f6hJt4aXHzp0KN42/7YKrCVHCbnmfM+dO9emTp2a4tfdtGnTCbQWmc3s2bPDbgJiHMcYgsYxhrTAcYagcYwhox9noSbdBw8eTJRc+7fj4uKSfMxpp51mX3zxhWXNmtXatGkTbwj68SpdurSrgJ7SofD8h89c6tat66rkpxWOscwnrY8x4TjLXDjGkBY4zhA0jjGk1+NMPd3H06EbatKtBhYtWtSyZctmR48eddtKlCjhEu7du3cn2r9UqVKumJrUr18/3vDzlFDCndKke//+/Sf0Wsi49DdP6XFysq+HzCWtjzH/NZF5cIwhLXCcIWgcY8jox1mo1ct/+uknN5+7du3akW116tSxhQsXJurB1lD0GTNm2L///mv16tWzLVu2hNBiAAAAAACOX6g93QcOHHBVyVUMrVOnTm7Yd69evdzPUrx4cduzZ48bht6nTx8rV66c6+H27/OfY+/evWG+DQAAAAAA0l9Pt/To0cMWLVrk1twePny49evXzyZPnuzu27p1q7Vt29b93Lp1a9fbvWDBArfdjyFDhoT8DgAAAAAASIc93X5PdceOHV0kpLW6fZUrV07jlgEAAAAAkMF7ugEAAAAAiFUk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAAAAAAgISTcAAAAAAAEh6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAABiNenOlSuXjRo1ynbt2mWbN2+2Hj16JLvvhRdeaPPnz7f9+/fbggUL7KKLLkrTtgIAAAAAkKGS7kGDBlmNGjWsQYMG1rVrV+vXr5+1bt060X558+a16dOn2+zZs6169eo2b948mzZtmtsOAAAAAEB6FGrSrYS5c+fO1r17d1u8eLFNmTLFnnvuOevWrVuifdu2bWsHDhyw3r1726pVq+y+++6zffv22XXXXRdK2wEAAAAASNdJd9WqVS1Hjhyu19o3Z84cu/jiiy1Llizx9q1du7a7L9rcuXPtkksuSbP2AgAAAACQYZLukiVL2o4dO+zw4cORbdu2bbM8efJYkSJFEu2rOd/RtO/pp5+eZu0FAAAAACAlslvIw8sPHToUb5t/WwXWjmffhPsdDyXwBQoUSNFjihUr5v7NXqKoZckR6q8NActWpGDkb16qVKk0e12OscwjrGPMf03hOIttHGNICxxnCBrHGNL7cZY/f/7j2i/UI+jgwYOJkmb/dlxc3HHtm3C/Y/ET7dWrV59wmwtd0/CEH4uM5bPPPgvldTnGMo+wjjHhOMscOMaQFjjOEDSOMaT340x5puqNpcuke9OmTVa0aFHLli2bHT161G0rUaKES6R3796daF/dF023t2zZctyvp+HppUuXPuYvBAAAAACA4024E06DTldJ908//eTmc6tImoqiSZ06dWzhwoXmeV68fbU+90MPPRRv22WXXWZPP/10il7zv34hAAAAAAAcj+Pp0A21kJqWABszZoyNHDnSrdXdokUL69Wrlw0ZMsTdX7x4ccudO7f7eeLEiVawYEF76aWXrHLlyu7ffPny2YQJE8J8CwAAAAAAHJMXZuTJk8d76623vH379nkbN270unfvHrlPOnToELlds2ZNb9GiRV5cXJw3f/5878ILLwy17QRBEARBEARBEARhx4gs/+8HAAAAAACQykIdXg4AAAAAQCwj6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAypezZs4fdBADIcLJkyRLvXwD/jaQbAJDp5M2b1xYtWmRPPPFE2E0BgAxDifbgwYOtVatWWtvXbcuZM2fYzUKAcufObS1btgy7GRkel/kRM7Jly2ZHjx51Xwj6IvBvA5I1a1b7999/w24G0ol7773XqlSpYuXLl7fDhw/bk08+GXaTACDd07mVLloOGzbM/vrrL2vWrJnNmjXLpk+fzndsjBozZoxdccUVVqhQIXvzzTfDbk6GRdKNmEmolGDny5fPXYEtXry4/fHHHzZixAhbtWpV2M1DyPwLMLpae+2111qZMmVsxowZtmTJksiVemQuK1assN27d9vGjRvt9ttvt1y5ctkjjzwSdrOAE76QqN7Gf/75J9Q2IfYdOXLEPvjgA6tUqZJNmzbNHYeDBg0i4Y5h/fr1cxeoH3jgAff3fuONN8JuUoalM06CyPCRN29eb+XKld7PP//s/fDDD962bdu85cuXexdccEHobSPCiyxZsrh/8+fP7/3000/emjVrvL///tt77rnnvFNPPTX09hHhxQcffOBt2LDBe/31172tW7d6jz/+eOhtIojjiaxZs0Z+7t+/vzdx4kT3fTd8+HCvSZMmobePiP2YMmWK988//3h//vmn17Rp09DbQwT7WVO+fHl3DrVq1SrvtttuC71dljEj9AYQRKqceNx7773eF1984Z111lnudvv27b0lS5a4RLxq1aqht5UIL3LmzOnNmjXL+/TTT70LL7zQJeA5cuTw8uTJ4xUuXNjLly9f6G0k0v5CzCWXXOJ99tln3n333eeNGzfO27Vrl9evX7/Q20cQxxsTJkzwNm7c6L355pveW2+95S1YsMA7evSod8cdd4TeNiI2Pzd13qXvz27dunldu3b1Zs+e7W3atMlr3rx56G0kgjnHzpYtm/uXxNtONkJvAEGcVOTOndudbLz99tvewIED49130003ecuWLXOJNz3emTdq1arljgH9q9sFChRwXxj64vjtt9+8L7/80itevHjo7STSNnTB5auvvvKeeuopr0iRIu4zhMSbyChx4403en/88Yd32WWXue9BbWvTpo1Lup9++ml3TIfdRiL2OjhOP/1075xzzoncvuKKK0i8YyiyZ88e7+8dfcFFUaFCBdehtXr1ahJvS3GE3gCCOKkoWrSot3btWnei8dprryW6X4m3PiA07LxGjRqht5dI+6hXr54bPnzdddd5nTt3dkm2jhcNjxs7dqw7cX344YdDbyeR+qFRDSNHjvQuuugir1ixYolOInRs7N2716tZs6ZXsmRJ1+O9c+dOEm8i3cdDDz3k/fLLL+47ULfPPvtsb8eOHW66RLVq1dz3YcWKFUNvJ5GxIzoBe+WVV9wFbA0r79u3b+Rz9KqrrvLmzJnjpus0a9bMbatfvz5TuDJY6OKdpqnonFkjA3VepAsp/kWWXLlyuX81onTRokVuX0bVWEoi9AYQxEmHTpbnzp3rTjhatGjhhj4l7BHQHO933nkn9LYSwUb0FdnoL5LFixd7Bw8e9OLi4twFGB0n/v4rVqzwnn322dDbTqRu6HNA0wp0gUUnBxqKm7AnRkn5mDFjvMGDB7vblStXdom3Pi807z/s90AQycUzzzzjbd++3f1cokQJ76+//vLee+89NxS0bt26rnYFPY9EaoXOn3799Vfvnnvu8W699dZEF3R0AVOft7qIqRGGGobsXxAiMkZoypW++/TZoe9Nv0NLoZGBH330kdejRw+3X+PGjd1IwYULF7rjIey2W8aI0BtAEMcd/rwSXXktWLCgV6ZMGTdE1E+8lVj9/vvv7kQjYeKtD4iEQ2aI2Dw+NIdbQy5V3KVOnTqRbW3btnUnBqVKlYo3VErHjU4kwm4/kbqhhFoJtC7GbdmyxXvjjTfcyYMSEx0L/n6q/6B9ypYt627rZFKjIHRCwRBdIj1eSPS/0zQqQ9OrlHArKdL3ou5r2LChm+utk+Ow209k/GjQoIFLuNV77W/T+dcLL7zgjRgxwmvZsqXbpu/XYcOGufo6TOnLeOdO/qgF9WIvXbrUe/DBB92FaM3fV+FR9YBHJ+FHjhxxoe/Xdu3ahf4+LP1H6A0giOMKP2HWifTkyZPdldRDhw65f1UIKTrxXr9+fZKJd/TzELFbpXz+/PkuYdq/f793+PBh18Opnp/oE4irr77au/76691cNFW7j/7SITJ2aGSDCqSVK1fOnRi+/PLLbjjk888/74aRf//9927+oaYZKCnRHLZRo0Z577//vrs4o+fQY/V5EvZ7ITJ3RH9f6dhVon3ppZe6Ybs6bnUBSSfAOknWCh7aTxeilYjT00ikVtxwww3uM1PH4/nnn+8q5u/Zs8dd9FHook+VKlXcvtrH/xwlMsb35dSpU71evXpFtmkkoM6LNCqwUaNG8fZXMTV1ajzxxBOugKPOwXVsaHvY78XSf4TeAII47lC1aZ1IaO5Q7969XeXMGTNmuJMOfyiohtnpBERJl+bwkkxlntAXvRKqmTNnev/73/9c1Xr1+Oj4+Pzzz70zzzzTK1SokLuCq206Rj755BN38qrHc0EmNkIjHPT37dChg7utK/Wa161t/jA4XXTxR8boM2To0KFu6BwnDkR67OHWiA0dq7qQqOP4m2++8Vq1auU+8/QZprm0Oo7V66jigBq5oeQo7PdAxEZo9I+OPU3FUn0UTdXSlJxKlSq5iz2atqVzsrDbSaQ8dHFZny2aq9+lS5fIdnVc6TtSSbUKNCb3eBWmVWdH2O/DMkaE3gCCSDL8aqzRoaEuP/74o+uF8rcpkVL1YZ2I+EOElXirONakSZNCfx9E2sXll1/uCgupJ9s/YdWatTo2dKVevZpaHkxfEBoGp5NSfz8uzsRWqKdbV+n9v6+SaRWW0rEQfUVfF+7Uw+0PmVMPTthtJ4jo0NrbGr2lC0W6gKRlD/U5p9Ebmh5zyimnuCUzp0+f7pJxjeyggBpxIhF94VkXdHRs+cWzrrnmGneBR/VP9LP/vamiWkrGj5WYEekz/O9HjQjT3Gx9rug7MTrx1jm3Oir8KQT+cZLctBfCjhWhN4AgEoWGrrz77rveaaedFm+7Kk1rrpB+jv4Prw8MXd1XL7g/B1P/0nMZ25Hw76t5uhpO7g9zU6KtREoVOLUkmEZAJFXwgy+P2An/b6kTBPX2RS9pourOr776qjsmHnvssch2nTjq5ELTVpTUhP0eCMIPDQ/X55Z6Ef3kR0PLVehIwzu1DGL08k0EkRrfpxo5qAuXGkExbdo0NxUreh+/KrmOPc3h1n7qAAn7PRAn/nfXebSGlCeVeKvHO2HiTdiJROgNIIhEoQ/4IUOGJNquubnqvUrqS0LzujXHWx8c0Y8h8Y79KQca4aAh4ioAot4fzUFSxXolVxodof20XJSqcj7yyCOht5kIPjSNQMPiEo52iU68Ex4LSdWAIIi0jOgRN/ru0qguHav6PNM29WBr/qyOa83d/vDDD12tAi4cEqkVqhOgInyDBg1yybcuRvqjgHRMap1uVbVW5Xydjynh1lSusNtNnPznjs6fdZEvucRbvd7RRUgJS2mE3gCCOGZCpWVR/J7L7t27u+Uo9GHgz8P1Tzb69OnjrtJpOFTY7SbSLgYMGOB6NP3pCFo6TielCYcRV69e3Z0o+FfsidgN/zNBNR10EebKK69MNvHW1JSw20sQCS8Oqyq0Lh7q4tHq1au9F1980X2G6bNOSZE/h1Ijv9QjGXb7idgITWHQVAZVKfeLoWm6lj4rNbJCF6+1vXXr1q5jROdk/qoPRPoPTa/r2bOnmwpwxhlnJFksVBf6dC6tmjd33313vFop69atczWV9DxhvxfLmBF6Awgi2VClVn+JH11d1Yf9d9995wp5aAkDfz/Na1MBLRWbCbvNRNpG6dKl3RV3nRD4UxO0VuiuXbtcMTUlWJrrreNGlcoZ+RA7oS9+XYBTDYekevp0MqgpJyqSlrAXUfdpiSVdxPOXHSSItA5/yHh0PP74465olU5ydVuVyHXxaN++fW60l7bpeNeUmQULFngDBw4M/X0QGTMSfh+qkJbOr/xEWgmYLmKrSvV5553nlo2qUaNG6O0mUh76/tO0Tb9+yZ9//umWgdOoGX+evv7G/vQBzfFW73b0ubZq5HCRxU4mQm8AQUQiqRNnzcvVsHENo9PJsXq/582b505AtE7gt99+64bCaNgLxbAy1wmCRjvoQowKDSmp1vxHDRFWkTRdjdWSJorly5e7AkNUKY+t0N9dJw/6/6/iUUkl348++qhLrP35htH3qwCQHhP2+yAyZ6jqrwp+PvTQQ5FtGp2jY7ljx46RbTpmVcBKx7rmdpcqVcolPlrmTgkSFfeJE4noz0JNX9AFIBXkU70AbdP3qRJudXroe1XrbuuzNLpOBpExQiNj7rzzTjfSTxfqNGJG/2r6gM6PtOyb6uHoM0ZTC1R0VAm6qtJrvx49eoT+Hiw2IvQGEIQLP2HWh7uutlWrVi0yhE5zSPzEWwXSlGjp6ps+FMaMGeMKZfmPJ/GO7dCJwUUXXRRvm78sWMLqqRoqp23q6aZKeeyFkg+tXaylvnbv3u1OHDQsV1Xq/X10oU5zuzU8l4stRHpKuDXdRcPD/SGeKkql41ifZep5it5fyzLpON+8ebP7LtQFZw07VyIU9nshMnbC/fbbb3tLlixx5106nnQhR4VplXBr9KBfNE2ftRp6rtopYbefSNnfWqP/1BHhny9pZKhCPdfaVrBgQXe+pJEOGtWgufrqBfd7xfUd6h8HhJ1MhN4AgoicDCvJ1nrKuvqvUC+3nyTpZw2xU+KtoebHeh4iNkPHgnq0dSVevUGa4+gXv9JQ4fnz5x+z55JiQxk/NHdfFeg1ZPyll15yBV60XcsovfLKK+5zQ8eHKupqTqzuU0EgjYRJaigvQaR1KIHW6IypU6e66THR31916tRxCZCS6qSG8dauXdvVKrj00kvd8PKw3wuRsUMJtL439a++HzUaTOtv6+KPjlE/0dJKMqNHj3ZrOTM6KOOFequnTJkSb+qmCqbp75lUnRsdB/p8ueKKK9z3raZwhv0eLDYi9AYQhAsNG9fVtZkzZ7qTCg2v09U33ecn3u3atfMOHjzohjtpjeWw20wEHwkTZV2N1ZxHDY/SVXeduGqZp86dO7viHyoAE33MELETuiinq/P6nFDoGJg4cWK8pWqUqNx///2uR1Axfvx4d2VfvYMaOhn2eyAyd+gYVp0B9R7psyzh55z+VeKtIkaaU+nPsSSI1A7VQdm0aZO3Zs2aeBdwlGir0KSqkmtOr+oIqB6K5gAzsiJjhd8RpQRb34XR9+mitM6Z9F2qc25/uz8Nj7AgIvQGEIQLVVT05+X623SyrHlrWrLCH1LsLwXlF84iYjf8xFlfAvqyj163XScJWsJEPZgqmqbjxC+6F3a7iWB6BzXE7csvv4x8FqjH5dxzz01yf1Vmvfnmm12Co15DHRsff/wxvd1EqEPKlUzrONZ33YEDByJTIRKO0lLirUrB6qEi8SaCCE1nUC+3Phv79euXqEjltdde66bvqYdUq4RQOyDjhT8SUMm1/pYJOzKSS7wJCypCbwBBuHjsscfcf3wNH1WyrblE+jLQiYeusKpCtT+sXPfTk5l5phzMmDHDXZHXXDOtu+0fB/4+WrZEFX6VfKtHU4XUwm4/kbrx9NNPu+XgVE034X3qmdG8fVWrT+qxSr41HUEjIsJ+H0TmDH2OaeSFPst0Yblu3bpujqVGbmmo+LESbxUOZR1k4mQi4bHlJ15al1kjKn7//XdXaCvsdhInHzqHTlj3Rj3dqoGUMBn3h5or8VZBNS0FF3b7LbYj9AYQmTCSmlvbqVMnV1hGoWGjittvv93NedM6kapW7hd98IPEO7ZDV9vVS6mTAlX4VS+2ltJRD3f0XEg/8br44otdcq45vGG3nUjdUC+15mxHb/PnH65YsSJS8OXrr7+ODDePHiZHvQcizOjbt6/rMYz+3PJXWThW4q0lELUCgwpbRZ8oE8TxRvQxpbnbWnv5vvvuc4XRtE0XsZV0aZh5dOLNMOOMGap7pPNoXdjzt6mQmoaXqxBxUqO91JGlUTWqXN6qVavQ34PFboTeACKThZ8oqwK55t/qypoSJm3XsgRaqkDVyKOH1OnkRB8iSqrCbj+Rdhdm1HutJMqv7qu/v74UdBL65JNPxpuH5p+QquiH9kmu2B6RMU8a1dv3/vvvRyqS6+RRV++VaKsYzAMPPOCWB9PfXmvJht1mgogOfYb5q3FEh0Zo/FfireJpSY3wIIiUhHo6VWjS79TQZ+dTTz3ljjd9X+rzVMXTVB8l7LYSJx7q5dYUFk0d8IuJquPCHzmqKS6fffaZN3DgQHcBRvsrEb/rrru8Tz/91C2lGfZ7sNiN0BtAZNIhw/pA0H9+fRBoPnfCfZVQaQ6vhtWpiIeu9FN9OvPEKaec4uY93nPPPZFESxWrFUq+dNwo8U7Y4611bLds2ZJoO5GxQ39rjXbRRRhdkddKBjqB0NJK0XUgVCxN1Z+jtxFEeo7jSbwJ4mTimWeecT3ZTZs2dedVqoWhz059j+o+7XP22We7QpVKyKPXiScyXqjQsC5G67tSxUVVDE9LDmrFDxUf1QhCrbnujxBTaPlC1UIJu+0W2xF6A4hMON9EHwRaGkxzMKtUqeIVKlTInWT4w140LEY9Vtu2bXPzvJWg+0OdSLxjK4oVK+aWe/KPA3+7kmytQ6u5vLrdp08ftw6z9tXtpUuXujneSsz9iqqas/vJJ5+4+f963rDfG5F6oYsow4cPdwm1Th5Hjhzpjhn/M8P/XNDxouJpGkkTdpsJ4kQSb7+4Gt91xIkU62vTpk2ibfqeVD2UhMeUVgJRwqWloXRbxdK0ggwjK2Ij8VZyrb+9puUp4Y4+v9J3qs611dv9/PPPe5UqVQq9zRb7EXoDiEwW+kLQHMzoISzapjkn6tH2k6wuXbp4jzzyiHfHHXdErvozhzu2QsPFNexJ87CVUOsY8NeD1HBxHQMa6VCtWjXvyJEjkSIfSs6VkGs43BtvvBE5PjRfScvKsaZk7C4rqHn+yU0d0OgYXcVX0TQ+K4iMmHh/8803LgmqVatW6O0hMlZoBKGW+VLSHD1vVz3YGhl0ww03JJqrrcRL36Vvv/226xDRNj47YyfUIaGh5vpMeeGFFyLbE/6NucBnaRWhN4DIZKGk6Ndff/WqV6/ulqRQcRl9IGjOpqoTq5dS8zUTPo7hdrEVqsyrq69Kmps3b+6GheuqrIaP+18I/omDqpOrsqZ/DKgAjBJ0zXXk+Mi8ET2nX8XTtLasRsdUrFgx9LYRxImEChppXiW9TkRKQr3Zqnujubp+DRQ/9D2q6uRjx46NbItOvHXh26+XQcReqD6SpmJpvr7Ou8Juj2XuCL0BRAxHUlfPNL/k77//dsuAKenSl8FNN93kEi0tX6EeT/Vuh912IrjQB7+W9tJwJ50s+Nu1jqSSaf3sX3VXqLCejgut0a7hUOoNUnB1NvOGphtopIMKAQ0ZMsTN9daICZZWIsKOk/1civ7sI4jjTbi//PJLr0SJEonu11Qbzdv+66+/3MXt6Ps0akidHaquH/b7IIILTcXSCFPN2deImrDbY5k3Qm8AEaPh91bqimrZsmXdybAKeGib5uVqXW4l2xr6FH1FTj2a1113XejtJ4IJVcrUyAZVmtZQ4ejK46pArauxSrz1r+ab6aRAQ+A0x1/zHVXkRXMfmeOfuUNri+qzQkXzVDBGvdznnHNO6O0iMndEj7jRiBwN79T8ybDbRcTukHK/h7tUqVLxvhP1veqP+tFno0ZQaK14jSbT9D4twaqRZhodxBzuzDHHW7VwNJ3AL9hIWFpH6A0gYrxKuQqm6UtBlRJV+EqVyqMrS6v4lRIxv5CMij4wVDg2Q0n2O++845Luq6++2m3zk2cdAwcOHHBX63UioDlm2k/Lhul+jYLQ+pF6HHP8Cf94UsG8vHnzsqYska5Co3Y08kK1KGbMmOE1a9Ys9DYRsRUaEaGL0ZqW5de58D8HlXDr+Js8eXJkm6YsaEnWXbt2ue9WnY+pUK1fiJSI/VB9HPV2syyYhRWhN4CI4S8EVRFWUQ/1aOukY8CAAe7D/vXXX3dX/3X1VWsux8XFueXDNETU/4Ig8Y7N0JrruuKuk1F/7r7m92vKgXoro6uOq6dbBWCi5277wfFBEER6iejPIxXy0xxKVQVWPQrVKdHF5GuuuSb0dhKxE+rU0LGl4mnXX399ZMUGnXupeJZGjCVcAkpLcSrhUlE1TfXzRx8SmSdY2cPCjNAbQMRotG3b1g37VELlb9MakUq6VUBN60RqmxIqJeVXXnklPZiZJPQ315qQSry7devm7d692yXc6rFMOPdbx4uK74XdZoIgiP8KJTRagUNJkL9NS2MqCddSmS1atIhsZ2oMcaLhnysVLFjQTcX6448/XEFSfYdqCLEK00aPKCQIwtJDhN4AIkYiYaKsQkcq3OGvvazESQnUQw895BJuXfn311yODnowM89yYRp2qcRb89GS2kdDyXWySsVNgiDSe9x7773uO06jdlRzIDqx1gif9evXu8Tbn1pDEKlxzqVzLK0Iox5vjRhUwl20aNHQ20cQhCWM0BtAxFgVzSeffNL9rB5MVZzW1VZVnfYTbt2nYeWHDx/2brnlltDbTIQXqkT+0UcfucTbP0n1Q3PUNMd/+vTp9AgRBJHuQ3UpRo8e7b7bunbt6rZFf3Yp8V6zZo3rmUxqWUyCOJnEW/OzdZ7VpUuXyHHHdydBWHqK0BtAZPDwe6Y1F1sFGjS0SfOItIaukm7N69a83AcffDDyGCVYWiqMCoqEhpqreFp04q0hmrpar3lpVCknCCK9RXIjsipUqOCKV2mlBU2jSnh/o0aNvCVLllDIiEj1xPvUU091F3R0bqXpDUzTIwhLbxF6A4gYCBXuUC/2hx9+6Cpk+glSx44dXXVNXYFV9WkV8VBvgNaF1JxeEikiOvFWD9HNN9/sKt7rmPETbk4eCIJIjwm3iqOpYJouKmsajL7TtHTTxx9/7FZjSCrxzpMnT+jvgYjdHm+NptAcb9XVYboeQVh6itAbQMRA6IRDvdlaQ7l8+fKR7foC6NSpk1uiQnONdAVWvZfz58+nSnmMR0ovqGiOt6qaa3ic1l8m4SYIIj3H+PHj3UVlLb2kBFs1TLTcoT6zlHhr6oy2RxdPI4i0Sry1VKum8HGORRCWXiL0BhAZMPwPcT+x0lrbQ4cOdQmTKrcm3F8nIFqf+4EHHvCuu+46qpTHePh/VyXOJUuWdBXs1bvj/92TOwlo0KCBqwngP57jgyCI9BjPP/+8S2pUmVzLLmkJzJEjR3rbtm1za3TrM65s2bLexIkT3fci63QTJxoJvy+PdUHb/85UVXNdBFInh5YWC/s9EIQRitAbQGSw8D/wtdafhgHrpEO3dYLx2muvxSuYpvB7LBMGV19jM/y/q77oNWRcJ6Y6JrR83IsvvnjcQytJuAmCCDv0eaWEOnpbvnz5vK+//tp75JFH4n1OafvgwYPdiK/27du7bVWrVvXGjRvnVaxYMfT3QmS8iE6w+/fv702YMMEbMmRIZMnVpBLw6MS7XLlyob8HgiDMj9AbQGSg8D/Mc+TI4Xq3lUxpqPhll13mtqs4TFKJNwlU5pvj/+OPP7qku0OHDl7NmjUjIyG0TBgXXAiCSO+hzykVB33llVfibT/zzDO9uLg4t0JH9L7+Ch5a5nDs2LGR+/R9GfZ7ITJ2vP32297mzZvd9+qWLVvcFKwaNWokm3jzHUsQlh4j9AYQGST8D3b1YC5cuND79ttvvT///NPN5VZvZlKJd3TFciLzhIoH6cRTJwX+SAcl34cOHXJzzKpVq8aFGIIg0nUoWdayhv7wXP9fTZfS55uGkas3MeHjdLFRhdTCbj+RcSM6adYowlmzZrmCo9repk0bb/HixW7eti5oax+K0hKEZYQIvQFEBgolUDqhUMKtwlc6+dA8XK2nvGHDhniJt+a3KfH2h9kRsRsJr6o//PDDbj6Zf/umm26KXIRR9fqvvvrKVfoNu90EQRDHO4f7119/9YoWLepuDxgwwC0LpouIGlbu76caFhr9paHAYbeZyPjfpxpGril8Oqa0JJi/XUuCkXgThGW0CL0BRAaKc845x/VqJ0ykdSKixDu6x1tVzFU4jR7NzBF58+Z1BdP08w033OCq9uqEQZV7o0c9aA133VYiHnabCYIgjudic7t27bxNmzZ53333nVekSBHXC/7+++97+/fv95555hn3vac1uDWsXCPAmEtLnGzoWNq+fbv7vtQKMPrujL7fT7xXrFjhXXrppaG3lyAI+68IvQFEBgqtwb1nzx43VDjhfboaq+HDGnpeq1ateFdeSbxjO/R3Hj16tPfLL7+4q/HqzdYJ6pIlS9wxocr1/hX8K6+80g3N5CSBIIj0GEnNh1XirQuImlc7b948r1ixYm64+bBhw9xnnBIjrY38888/exdccEHo74HI2Mfdo48+6q1fv96tAT9q1ChXQ+Czzz5zowijH6Oh5tpv0aJFXq5cuUJ/DwRB2LEi9AYQ6TSSGqqkoXNKprQ+acLiMKeffrq7wr9371435IllKjJX9OjRw1Xt9Ye63Xvvve5EVCcDfsEX3aepCRpezlA4giDSc+KjoeODBg3y7rzzTjeSR4m36lX4ibc/1FwXGRs3buw+3/xtBHGioQvS7777rnf77bdHtvXt29cl11r7PWHi3bJlSzfvO+x2EwRh/xWhN4BIhxG9TnLp0qW9s88+2w2p07aOHTu64mlaLiX6yqqKfHzzzTde8+bN3fzuF154IfT3QaR+KFmOTpijRzEowdbVeP+2qvvqIo1OUn///Xd3MUYnq35xNSqsEgSRHkNLM+mza9WqVW55MH/JL33nKcnZunWrt2DBgsj3IkGkRug7U6MJNaxco8Ki71Pvt75HlXiXKVMm9LYSBGEpjdAbQKTjdZY/+eQTd9KhHkwNCdZcbg2de/LJJ73Dhw+7q7G33XabS8SVcH3xxRfupESVNlXBPOz3QqReFC9ePN7tpJbB0ZV5XY1v0qRJZJsK7mk+pJaQ08mqf3wx5YAgiPQYzz77rJsqox7HnDlzRj7vdPHZ71G85ppr3HDylStX0rtNpGqoKr5GiU2ZMiXRRR11dqign0aMaem6sNtKEISlJEJvAJEOI0+ePN7SpUtd8ty5c2c3h3vEiBHui+Dxxx93BT2USOnDX1WqlWgpQdeJiZIp9Qz06dMn9PdBpE6oIJp6di655BJ3WyeiKiik40PFg/wTA42K0JX44cOHH/P56OEmCCLsUNVx9RoWLlw4sk3fYRqt88QTT7jb+mzT6K1ly5a57zqN2tGwc93Xtm1bt14yvY7EiUTC78HoC9FKvFU8TUX6Ei5LN3DgQHd+pil9Yb8HgiAsJRF6A4h0FP6wYSXaKghz/vnnR+5Tkq2kW72VuuLv934q0apcubKXO3dur0CBAq7ox5YtWyL7EBk/NFfxrrvuipwo6ORAlel//PFHb9u2ba5yvd+7rRNRze1XYb2w200QBJFc6ILhxIkT4y35pUKQGrX1+uuve7feeqs3adIk78iRI26pTC0DpnoU+rzTY/SdR+0S4mQTbq3k8fTTT3svvfSS16lTp8j2cePGuWHmGnmRMPFmWgNBWEaM0BtAhBjJDfF96qmn3NA5/4NeS0Ap4e7Vq5d34YUXurnb/hw3xXXXXeeGO6latXq9q1atGvp7I1I/1MOtv70uyvjbVDBNvUU6PnSC+txzz3mTJ0/2+vXr5+6nYBpBEOn1+8//DtR8WV1A9otCqiK51uHW8PH77rsv8jmmxFsXpDUaLOz2Exk/tOycagdo2a/Vq1dHhpX7y4O988477iK2kvJChQqF3l6CIOxkIvQGECHFeeed54qd6QP+scce86pVqxa5Tx/wGkbnrwWpLwLNyfULpul269atI/urp1tDiu+4445ElTWJ2IkqVap48+fPd0PN/Z7v6KVL1Gukiy46Pvbt28dJAkEQ6T50IVk1StTDfdppp7ltderU8apXrx5JxBUahv7ee+95H374IUk3cdKh+dlKtBs0aOBGTej4Uq+3VoDRdD1/PyXeGm2hC9lcxCYIy8gRegOIEOKyyy5zw4J/++23SJKkHkx/bto555zj/f333y7B0slI7969I4/V/DYVVdMJiW7zJRC7kdTca83r/vjjj92wNy2lE32fThp0AUYXclRUj7nbBEGkt0j4uaTvsKZNm7p6FIsXL45XNFIXo/U5d88993hvvvmmt3PnTnfBOuz3QGScUHHZ6NF//jmTagcMGTIk0YhDLUsX3dGh0HQHnZeF/V4IgrCTidAbQKRx6Aq+hs5p/lClSpXcNg2f04e8rrj6XxIPP/yw6+3W1X8NK9YcNs3x1pJPn376Kcl2jId/IqBjoWHDhu5EwP+bqyK5rsQr8Y5eSzSpyuQk3gRBpJeI/jzSkkw33nij16JFC/fZpgvKSrx/+OEHr0SJEm4fFQ7Vd6O2awqVRvuE/R6IjBM6rhYuXOgK8fmFSBUaUaFCaQ8++KC77S+jqdCa8DNmzHCFShktRhAWSxF6A4gQEm4NK48eHqdkWlfwo9eF1LA6VSDfv3+/m2+keWz64tDapP4XBIl37C8bpyrlOjnQiadORkuVKhUv8dZyctGJN0uBEQSR3kNDdrX6hj6/9B131VVXucrlWgosYeKtnm19HyYsZkUQxxM6r4qLi/NmzpzpRhn623VbxUh1YTvhMpyaqjV79uzQ204QhKVmhN4AIo2iVq1aLuFWkTS/4qqfNGt+top5lC9fPt5j1Lut5aIGDRrkHqdqrqyznDlCV9t1oUW9O5qvrbXY/SkH/lIlOqY01FxzvDVaIuw2EwRB/Feo2KMSa12E1vebP+JLoYvRV199tSskqgvM/kVGgjiR8Nd5r1+/vvfPP/+4Hmx/ROFtt93mRou98cYbkf0Uutij6VlJDT0nCMIycoTeACINQlfpN27c6MJPmPyrqurl1ge/7lMhNA13UjVyffCruEdSz8eQ4dgK/+8ZPXJBxfS0PI5fRVUJtub9HzhwwFWp97drOTEl4tOnTw/9fRAEQRwrtKylehi1DFPChKZYsWJuGo3+Vc+3eie//vprvu+IE4ro40a1TrScqkaM6btStQJ0/A0dOtTV19F3qxJzrQGvNbo1AiN6hRiCICwWIvQGEGkUqi6uwmkaVudXaK1Ro4arlKmh5Vp7VBWn9aWg0Ie+hha/+uqrkaJpROyFCrwowU647qeGt33wwQeRCzSDBw/2pk2bFrk6r7n9/lrs+pepBgRBpPfQd5++75544olE96mAmr4PtWSYbivxTjj6iyBSGvouXbt2rTd16lRXD0eVyDWC7IILLnBT9bQUq6bw6bxLo8Z0EVudIWG3myAIS+0IvQFEwBGdDD3//PPehg0b3BVXDXHSCcbIkSMjvd/6Vx/2mss9fvx4l3hrXhFX+mM3NLRNFeoHDhwYKdqioeW6Gj969OjIWtzq9dE8bt3WOtw6QdB0BQ09T+pYIwiCSG+hednqVVSRKv+ioR8a4qvq5eoFD7udRGxE+/btXU923bp1I0PI69Wr56bzaRSFX9VcF7Y13UEjyCieRhAWqxF6A4g0iOhkSEXU9IGvREvDmLQtuaQ6ugeThCp246233vL+/PNPN9fR7/HW2rU6UdCcxj179rgebn9/9YCPGDHC9RYx54wgiPQW0d9pKlSlYeX+7Q4dOriLhs8884x35plnRrZrWPncuXOpT0Gk6lrcK1eujHxP+v9eeuml3sGDB70vv/zSu/zyy0NvJ0EQlhYRegOIEE5ClFzp6uv7778fSbKik6eECTYJd+wfE+PGjXOJt4rmFS1aNLJd88x0kaZChQrutv5VZV8qlhMEkd4/1zSCR0N516xZ43oWGzVq5LardokS7wkTJngtW7Z0Q8nHjh3rbdmyxStbtmzo74GIjejdu7crQFqyZMnIuZS/+otGFKpGimqnRFc1JwjCYjVCbwAR0smIP9Rcc7z9JIvkOvOE/7eOXqbk7bffjiTe/hA3nQzo5FQnr126dHE9QZr/z5QDgiDSc7z33nuuCrm/+oZ6FTWfVqO9dKHwnnvucVXM/XW4f/rpJzfPNux2Exkvkvs+bNKkiffXX3+5863oi9mKJ5980tXZ0Soh/hQ/giAsliP0BhDpJPFOWEiLiL0oV66cd8455xzzb625/DpJ0Imqv5+GYfonplrKxL9ST+JNEER6jGbNmnnr16/3GjduHBmJox5sfY5p+Ljf81imTBlXKFTVpZlLS5xIRH8P3n333e77smfPnpHvSRWj9Zdr9Zeg01QGnXfpWFQNlbDfA0EQlhYRegOIVI7kEqHoXuzofZRcrVu3zlXVPOWUU0JvPxFMaH6+Tji1VuiuXbvc+trDhg1zS5TohDO6qJCK6+lijI4N/5jQsHLt5x9HDCknCCK9Rrdu3dwUKj+51lrcWnXh3Xff9c477zz3b/R8boI42fjwww/dd6u+O/Vdq3Mq/8L1m2++6e3evduda2mt7u+//97tq2Mx7HYTBGFpEtmVdSN2ZMuWzY4ePWp58uSx9u3bW+HChW3//v328ssvm+fpb/5//v33X8uaNav7t3fv3nbqqada0aJFbd++faG2H8E5ePCgff3113bhhRdavnz5rECBAtaiRQvr2rWrOza2b99uK1eutB9++MHt16BBA2vVqpU7Rp5//nn75ZdfIs+VJUsWd5wBQFj0OaTvvJIlS9qGDRsi32n+dv176NAhK1++vM2dO9c+//xz69Spk/uuu/baa23WrFn2yiuvhP02kEHp+PLPq5o3b27lypWzK664wnbu3GnVqlWz1157zd59911r166dO+6++OILq1Wrltvv22+/tVtuucVWr14d9tsAkIZCz/yJ1Am/BzJ//vze0qVL3fw0FcD65ZdfvNq1ax/zMf+1jYiN0LyxKVOmuDlkAwYMcCMe1AN05513ei+++KK3cOFCV0hIS8X567UrNJc77LYTBEH4oSG5+szSmsbqwVbPoepOaMkl3V+tWjX32aXiaLpfRUP9YbyqFr1582a3dFPY74PI+NGpUyc3LUs1UfxlwTQS7JprrnFTtT7//PPIiAsF51gEYZk1Qm8AcZIRPcxXP0+dOjWyBmnx4sUjc4ii943+0E/uZyI2Q3MYdYzogkzfvn3j3ac5aPny5fMaNmzotW3b1hs6dKhbVo6h5ARBpJfQheVly5Z5CxYs8F5//XW3LNPs2bPd1JmtW7dGKkH369fPVYdesWKFm0OrbSVKlHCP0YVH/Rz2eyEydujijoqhaei4pmVF36eL2n7irelcqqkSdnsJgrAwI/QGECcYNWvWdEl19DZd5V++fLnruUy4f+nSpb2HH36Y4leEm8uoHm8VRuvfv39ke8LkOvoiDIk3QRBhh9bbXrt2rVtmSaN0ou+77bbbvFWrVrm5srVq1XK9jk8//bTr8f7ss8+8adOmuUKQ6vmmSjlxIpFUx0TTpk3d6EItDdamTZt49+l8q3nz5u4Y/OCDD/geJQjL1BF6A4gTCBXn0LBxLTkRvV2Vqfft2+cqaCZ8jAphHTx4MN76ykTmjejEWz1C/nYuyhAEkV57uNWrqAJV0Uss+UN6FS1atPBWr17tRvL4Q3qvvPJKN/xXha5UQVrfk2G/FyLjRfR3o3qtoy/6KPFevHixS7617nvCx+kY1DlY2O+BIAgLM0JvAHGCV1svvPBC93Pu3Lm9woULu591IqKTko8++ijR0Dnd1jw2km4iqcT7sccei2xnmgFBEOkplFhr/rbqTSRc7zhhqMdbF5i1+kKOHDncNnoYidRKuEeMGOHWf9ex+Mknn0S2ayj5jz/+mGTiTRCEEemgAUQKQsPJy5cvH++LQFf9tQakf1W/Y8eO3pEjR1xRmejiHeeee64rrpZw+BORuUOJ9+TJk93FGq3bHnZ7CIIgkvruU60Srb19PBcINYx8yZIlkbWSCSI1YsKECd7GjRu9xx9/3Bs8eLAbNq6pDtGJt3q8lXyrLkrY7SUIwtJThN4AIgVX+vVBP2TIkHhX7Vu1auWGmuvKq59kP/HEEy7xVo+31iu94447XGVq9RQwfJhIGKoFoEJEkyZNCr0tBEEQyX1O+SNz9F2YVOLt92yrovTOnTu9ihUrht5uIjaie/furmaO6gXoto6tuXPnusRb35/+fprDrYtDuk+FScNuN0EQll4i9AYQKYg+ffq4D3hVlT58+LDXq1cvt71169auuIxORk477bTIScevv/7q7dmzxw130nw2/6o/iTeRMHTcMKycIIiMWIsi4WeX5m5rbre/TBhBnGj4x9Zrr73mTZw40cuVK5fbpg6NL7/80nvuuefc+Zh+9h+j5ejKli0betsJgrD0FKE3gEhhDBs2zIuLi3PDgf31t/UFoMRb23Qy4vd4a7mws846K8llwwgiqSDxJggiIyfe+r7TKK/Ro0e7BCns9hIZJ3S8tGvXzrv//vtdcbRChQpFts+cOdNVINftBg0auGXC1Lmh2zre1CGybt06r1GjRqG/D4IgLD1G6A0gjjP8Cq1a+kRLU+gDXnNwNeQuOvH2e7yj53P7QUJFEARBxFLiHT3U/NRTT3U9ktu2baNaNJHi6vjfffedm5ag8ytN0RszZow7pvxEW0m2itdu2LDBTfXzH/vmm2963377rVuPm+OOIAhLOkJvAPEfkXAouD7w9e8LL7zgvhj0r05A/H2VeK9Zs8YVV/Ov0hIEQRBELPd4qzdSI8F0Udpf3YMgUrr+u4qhabTE22+/7Y6liy++ON6+NWvWdDV0/OS6dOnS3ueff+49+OCDTN0jCMI7RoTeAOIY4Q8FV6KtquQPPPCA17hx48j96un2E2998PvbVTVTw6D4AiAIgiBiPfFWwrRy5Upv//79JNzECSXcmpOtZNsfEVilShXX263CaNH7X3rppe68SwVqa9So4UZWqHAac7gJgrBjR+gNIJIJ/4NfQ560BMWqVau8Xbt2ueVSotcpffHFF90XwEsvveS1aNHCe+SRR7wiRYpE7ifxJgiCIGI1NMXq66+/9jZv3uydf/75obeHyDih8yvVwpkxY4Z3+umnxzv3atiwoevRrlatWrztKjo6fvx4d971559/uqHmF1xwQejvhSAIS9eR5f/9gHQia9as9u+//0Zu58yZ02bOnGkHDx60e++91w4cOGDr1q1z24sXL25//PGH2++FF16w++67z+Li4mznzp1WtmzZeM8DAECsKlWqlGXJksU2bdoUdlOQQeg8atasWVa+fHmrVKmS7dixw3LkyGGHDx+23Llz25dffmklS5a0li1bun13795ta9eudY/Nnj271atXz0455RRbsGABxx2A4xJ65k/8X1x22WVuHUh/zrbi8ssvd+tCVqpUyd3Wmo8q5KFhdLrCOn369Mi+bdq08W677bZIzzZF0wiCIAiCIBJH8eLFvVmzZrmh4RpB6G/PkyeP9+OPP7qe7E2bNrl/FVp+VXO3BwwY4GrnlChRIvT3QBCEZZjIfnx5OdJCx44dbf/+/a5X26efTzvtNKtdu7bVrFnTOnXq5K6ufvbZZ/btt99au3bt7Mknn7RHH33UJk6cmGyPOQAAAP7Ptm3b7KabbrJhw4bZbbfd5s63Bg0aZPPnz3fnYk2aNLHly5dbtWrVrHTp0nbttdfaueeeaw0bNnS94toOACkReuZPxA9dZdU6kQULFnRXUnVl9a+//nJrcy9btszN29Z+WsZCc72ffvrp0NtMEARBEASREYvxTZ061c3f1gjCuXPneoULF040WlCjCFUh/6qrroos1UoQBGHHGVlTlJ4jTTz00EM2btw41/O9detWu/322+2OO+5w84oaNWpkU6dOdfsVKVLEzT/S1VoAAACkjGrj3HPPPfbjjz9arly57Pvvv3e1cTzPc3O3ox06dMg+/fRT27BhQ2jtBZAxUUgtHVDxF324Z8uWzY4ePeq2vfHGG9a+fXt7+OGH7dVXX3VDnURDy8844wzbs2ePu09Jt4ae+48DAABAyujcSkPNNWxc52BPPPFEvHM0ADhZoXe3Z+bwhy/lzJnTrfXYpUuXyH1vvfWWd+jQIe++++5zS4Apli5d6v3zzz/emjVrvE8//dTLnj37/w1ZYFkwgiAIgiCIk173/ffff/f69esX2U5hWoIg7OQj9AZk2siWLZv7V4nzNddc423ZssX7/vvvvbZt28ZLvA8ePOjdf//97rbmEdWqVcurWbNm5EvAfx6CIAiCIAji5BPvX3/91Xv22WdDbw9BEBYrEXoDMmX4CXP+/Pm9H374wfvqq6+8nTt3eocPH3bLgbVv3z7JHm8VT0vqeQiCIAiCIIiTD3VwzJw5040u1CjDsNtDEIRl+GBOd4hUoGPGjBluLnePHj1s48aNVr58eTenSHO09e/bb7/t9h09erR16NDBbrzxRpswYULYTQcAAIhZWiZM87l1bgYAqSH0zD+zRunSpb21a9d6t912W7ztlStXdr3fq1at8m644YbI9j59+jCUnCAIgiAIgiAIwjJOsGRYiE455RQ766yzbNeuXe521qxZ3VXVlStX2t133+16vXv37m033HCDu3/AgAGuB1w94wAAAACA9I+kO40omU5qbUitC9mpUyc3jOnff/+N7Pfbb7/Z7t277fTTT3cJePXq1SOPY3kwAAAAAMgYSLrTgHqmtcaj5nCXKFHCatasaQUKFHBrb48dO9auuOIKu+uuu9wakUq8RT8vWLDAunXrZlWrVrUrr7wy7LcBAAAAAEih7Cl9AFJGQ8bVM50/f3774IMPrFKlSnbmmWfapk2bbOLEidazZ093+7777rMaNWrYm2++aYUKFbLbbrvN/vnnH/cY9YSfd955Yb8VAAAAAEAKkXQHTD3XefLksVmzZtnOnTvdvGzN2VYPdvv27a1s2bLWqlUr+/XXX+2WW26xd999137//XdbsWKFXXvttZYzZ06XhM+ePTvstwIAAAAAOAGhV3OL9bj11lu9ZcuWeeeff35kXe0cOXJ4ffv29bZu3eo9++yzblvOnDm9MmXKuPUhtX53njx5vDfeeMPbtGmTV65cudDfB0EQBEEQBEEQBGEpCuZ0p4ELLrjAFUhbtmxZZG734cOH7bnnnrM5c+a46uQafq7h5Bp2XrlyZfv6669d73ajRo2sadOmtnbt2rDfBgAAAAAghUi604ASbA0x19xtOXLkSCTxHjFihKtQXqFChch9f//9t3366adufvfll19uS5YsCfkdAAAAAABOBHO6U4l6stWLnZTvvvvOevToYW3btrXhw4dbXFycS65VZE292prPreXDfPPmzXMBAAAAAMjY6Ok+SVoCTJRwJ7UWt3z44Yf28ssv21NPPeUKqJ111lmRYeft2rVzw8537NiRpu0GAAAAAARPWWLS3bP4T+XKlbPp06fb5MmT7aGHHjpmj3fBggXt8ccft3vuucc2btxoBw4ccEPMd+/ebbVr13Y938fqLQcAAAAAZDwMLz8Jhw4dcoXP2rRp45Lo/v37R3q8EybPSq61FvfMmTPt0ksvtdy5c9vy5ctt1KhRblmxbNmyufW8AQAAAACxg57uk3TGGWfYsGHDrFq1ajZ69GiXeEt04u3/rDncSrATSm47AAAAACBjY073SdqwYYPde++9tnjxYrv11lutX79+brufZPs/ayh58+bNbdCgQS5Rj0bCDQAAAACxiaQ7FajyeFKJt59MK+G+5ppr7PXXX7datWq5Od0AAAAAgNjH8PJUpHW4hw4d6oaaa41tFU6T6667zl544QXbvn27XXzxxRRNAwAAAIBMgqQ7oMT7wgsvtLFjx9qiRYtsyJAhtnPnTqtZs6YrlkbRNAAAAADIHEi6A0q8lWhrKLnW8V6yZAkJNwAAAABkQiTdAVGxtHfeeccNJb/iiitIuAEAAAAgEyLpDlCxYsVsx44dbu42CTcAAAAAZD4k3WmAomkAAAAAkDmRdAMAAAAAEBDW6QYAAAAAICAk3QAAAAAABISkGwAAAACAgJB0AwAAAAAQEJJuAAAAAAACQtINAAAAAEBASLoBAIghnue5OOOMMxLdd+edd7r7+vXrd0LPXa9ePff449GhQwdbt27dCb0OAACxhKQbAIAY888//9g111yTaPu1115r//77byhtAgAgsyLpBgAgxsyaNStR0l2gQAG75JJLbPHixaG1CwCAzIikGwCAGDN16lQ3FFyJtq9Zs2Y2e/Zs27dvX6Jh4CtWrLC4uDhbuHCh1a1bN3KfHj9+/Hjbu3evrV692mrWrBnvsaeffrp7rf3797uh5I899phlzcqpBQAA0fhmBAAgxixbtsw2bdpkV155Zbyh5VOmTEmUcL/88ss2cOBAu/DCC+3LL7+06dOnW6lSpdz9I0eOtEqVKrkE/p577rGePXvGe/yHH35of/75p1WrVs06duxo7dq1sz59+qTRuwQAIONQRRSCIAiCIGIgpF69et7gwYO9cePGuW05c+b0du3a5RUrVsybOXOm169fP7d90aJF3tNPPx3v8fPmzfMGDBjgnXLKKd7hw4e9OnXqRO7r0qWLe3793KBBA2/btm1elixZIvc3b97c27Fjh/u5Q4cO3rp160L/fRAEQRCEhRzZw874AQBA6tOw70mTJlm2bNmsYcOGrvd7+/bt8fapXLmy9e/fP9627777zm2vUKGCZc+e3X766afIfRp+Hv3YIkWKuKHnPg0tz5s3rxUuXDjQ9wYAQEZC0g0AQAyaM2eO+7dOnTrWsmVLmzx5cqJ9Dh48mGibknSFL0uWLPGqovuUkK9atcpatGiR6Dn27NmTKu8BAIBYwJxuAABi0NGjR23atGmuivnVV1+dZNKt4mi1a9eOt023tV2hJDu6eJrmbkc/9swzz3S952vXrnVRtmxZ13N+vGt5AwCQGZB0AwAQw0PMO3fubNu2bbP169cnun/w4MGuQFr79u3tnHPOcQXVqlataqNGjXJVzseOHWvDhg2zWrVquWJqjz/+eOSxn3/+uf3+++/29ttvW5UqVVyP+muvveaqoLMWOAAA/z+SbgAAYtRnn31mOXLkSFS13PfBBx+4auNPPvmkLV261OrXr2+NGzd2vdiihHzevHn2xRdf2JgxY1wC7lNirV50zeP+/vvv3fxxVT6/99570+z9AQCQEWiiFmPAAAAAAAAIAD3dAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAAAJC0g0AAAAAQEBIugEAAAAACAhJNwAAAAAAASHpBgAAAAAgICTdAAAAAAAEhKQbAAAAAICAkHQDAAAAABAQkm4AAAAAACwY/x82JhBRJYS3WgAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 深度学习模型训练",
   "id": "5ff477a0c9b2e874"
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "## 导包",
   "id": "be353dfb31718201"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:57:33.442509Z",
     "start_time": "2025-06-12T08:57:33.437907Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import time\n",
    "\n",
    "from tensorflow.keras.preprocessing.text import Tokenizer\n",
    "from tensorflow.keras.preprocessing.sequence import pad_sequences\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Embedding, Conv1D, GlobalMaxPooling1D, Dense, LSTM, Dropout, Flatten\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.metrics import accuracy_score, classification_report"
   ],
   "id": "60cfd4099a38e8bb",
   "outputs": [],
   "execution_count": 21
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:57:24.266656Z",
     "start_time": "2025-06-12T08:57:24.262648Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import tensorflow as tf\n",
    "import sklearn\n",
    "print(tf.__version__)  # 应显示版本，如 2.15.0\n",
    "print(sklearn.__version__)  # 应显示版本，如 1.4.0"
   ],
   "id": "397083b9530ad0b9",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2.18.1\n",
      "1.6.1\n"
     ]
    }
   ],
   "execution_count": 20
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 加载 IMDb 数据",
   "id": "1509035922579442"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:31:01.622449Z",
     "start_time": "2025-06-12T08:30:38.153097Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "def load_imdb_data(data_dir):\n",
    "    data = {'review': [], 'label': [], 'split': []}\n",
    "    for split in ['train', 'test']:\n",
    "        for label in ['pos', 'neg']:\n",
    "            path = os.path.join(data_dir, split, label)\n",
    "            for file in os.listdir(path):\n",
    "                with open(os.path.join(path, file), encoding='utf-8') as f:\n",
    "                    data['review'].append(f.read())\n",
    "                    data['label'].append(1 if label == 'pos' else 0)\n",
    "                    data['split'].append(split)\n",
    "    return pd.DataFrame(data)\n",
    "\n",
    "df = load_imdb_data('./aclImdb')  # 确保路径正确\n",
    "print(df.head())"
   ],
   "id": "2c7a2963bd766dc",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                                              review  label  split\n",
      "0  Bromwell High is a cartoon comedy. It ran at t...      1  train\n",
      "1  Homelessness (or Houselessness as George Carli...      1  train\n",
      "2  Brilliant over-acting by Lesley Ann Warren. Be...      1  train\n",
      "3  This is easily the most underrated film inn th...      1  train\n",
      "4  This is not the typical Mel Brooks film. It wa...      1  train\n"
     ]
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 数据预处理",
   "id": "4bc9d3c2282e2db9"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T08:59:09.385809Z",
     "start_time": "2025-06-12T08:59:00.600262Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 预处理数据\n",
    "max_words = 30000  # 词汇表大小\n",
    "max_len = 400     # 序列最大长度\n",
    "tokenizer = Tokenizer(num_words=max_words)\n",
    "tokenizer.fit_on_texts(df['review'])\n",
    "sequences = tokenizer.texts_to_sequences(df['review'])\n",
    "X = pad_sequences(sequences, maxlen=max_len)\n",
    "y = df['label'].values\n",
    "\n",
    "# 划分训练集和测试集\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n",
    "\n",
    "# 模型训练函数\n",
    "def train_model(model, X_train, y_train, X_test, y_test, model_name):\n",
    "    start_time = time.time()\n",
    "    history = model.fit(X_train, y_train, epochs=15, batch_size=128, validation_split=0.2, verbose=1)\n",
    "    train_time = time.time() - start_time\n",
    "    \n",
    "    # 评估\n",
    "    y_pred = (model.predict(X_test) > 0.5).astype(int)\n",
    "    accuracy = accuracy_score(y_test, y_pred)\n",
    "    \n",
    "    return train_time, accuracy, history\n"
   ],
   "id": "f39e580c52a98a68",
   "outputs": [],
   "execution_count": 22
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 三种模型训练评估",
   "id": "70786053b6dbcb37"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T09:23:53.496339Z",
     "start_time": "2025-06-12T08:59:19.972109Z"
    }
   },
   "cell_type": "code",
   "source": [
    "# 定义并训练三种模型\n",
    "results = {}\n",
    "\n",
    "# 1. CNN 模型\n",
    "cnn_model = Sequential([\n",
    "    Embedding(max_words, 100, input_length=max_len),\n",
    "    Conv1D(64, 5, activation='relu'),\n",
    "    GlobalMaxPooling1D(),\n",
    "    Dense(16, activation='relu'),\n",
    "    Dropout(0.5),\n",
    "    Dense(1, activation='sigmoid')\n",
    "])\n",
    "cnn_model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n",
    "cnn_time, cnn_acc, cnn_history = train_model(cnn_model, X_train, y_train, X_test, y_test, 'CNN')\n",
    "\n",
    "# 2. RNN (LSTM) 模型\n",
    "rnn_model = Sequential([\n",
    "    Embedding(max_words, 100, input_length=max_len),\n",
    "    LSTM(64, return_sequences=False),\n",
    "    Dropout(0.3),\n",
    "    Dense(16, activation='relu'),\n",
    "    Dropout(0.2),\n",
    "    Dense(1, activation='sigmoid')\n",
    "])\n",
    "rnn_model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n",
    "rnn_time, rnn_acc, rnn_history = train_model(rnn_model, X_train, y_train, X_test, y_test, 'RNN')\n",
    "\n",
    "# 3. MLP 模型\n",
    "mlp_model = Sequential([\n",
    "    Embedding(max_words, 100, input_length=max_len),\n",
    "    Flatten(),\n",
    "    Dense(128, activation='relu'),\n",
    "    Dropout(0.4),\n",
    "    Dense(32, activation='relu'),\n",
    "    Dropout(0.2),\n",
    "    Dense(1, activation='sigmoid')\n",
    "])\n",
    "mlp_model.compile(optimizer='adam', loss='binary_crossentropy', metrics=['accuracy'])\n",
    "mlp_time, mlp_acc, mlp_history = train_model(mlp_model, X_train, y_train, X_test, y_test, 'MLP')\n",
    "\n",
    "# 存储结果\n",
    "results = {\n",
    "    'CNN': {'Time (s)': cnn_time, 'Accuracy': cnn_acc},\n",
    "    'RNN': {'Time (s)': rnn_time, 'Accuracy': rnn_acc},\n",
    "    'MLP': {'Time (s)': mlp_time, 'Accuracy': mlp_acc}\n",
    "}\n",
    "\n",
    "# 打印结果\n",
    "for model_name, metrics in results.items():\n",
    "    print(f\"{model_name}: Train Time = {metrics['Time (s)']:.2f} s, Accuracy = {metrics['Accuracy']:.4f}\")\n",
    "# 可视化准确率对比"
   ],
   "id": "743b9c8d5fba9dcc",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/15\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\machineLearning\\venv\\Lib\\site-packages\\keras\\src\\layers\\core\\embedding.py:97: UserWarning: Argument `input_length` is deprecated. Just remove it.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m9s\u001B[0m 33ms/step - accuracy: 0.6162 - loss: 0.6350 - val_accuracy: 0.8575 - val_loss: 0.3423\n",
      "Epoch 2/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.8766 - loss: 0.3212 - val_accuracy: 0.8920 - val_loss: 0.2621\n",
      "Epoch 3/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.9418 - loss: 0.1825 - val_accuracy: 0.8961 - val_loss: 0.2576\n",
      "Epoch 4/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.9714 - loss: 0.1084 - val_accuracy: 0.8975 - val_loss: 0.2833\n",
      "Epoch 5/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.9845 - loss: 0.0629 - val_accuracy: 0.9004 - val_loss: 0.3365\n",
      "Epoch 6/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m9s\u001B[0m 36ms/step - accuracy: 0.9887 - loss: 0.0429 - val_accuracy: 0.8949 - val_loss: 0.4098\n",
      "Epoch 7/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m9s\u001B[0m 36ms/step - accuracy: 0.9919 - loss: 0.0316 - val_accuracy: 0.8988 - val_loss: 0.4379\n",
      "Epoch 8/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m9s\u001B[0m 34ms/step - accuracy: 0.9918 - loss: 0.0286 - val_accuracy: 0.9006 - val_loss: 0.4836\n",
      "Epoch 9/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 34ms/step - accuracy: 0.9913 - loss: 0.0278 - val_accuracy: 0.8979 - val_loss: 0.5043\n",
      "Epoch 10/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 34ms/step - accuracy: 0.9913 - loss: 0.0259 - val_accuracy: 0.9010 - val_loss: 0.5651\n",
      "Epoch 11/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.9918 - loss: 0.0244 - val_accuracy: 0.8976 - val_loss: 0.5773\n",
      "Epoch 12/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.9922 - loss: 0.0222 - val_accuracy: 0.8965 - val_loss: 0.6338\n",
      "Epoch 13/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m8s\u001B[0m 33ms/step - accuracy: 0.9917 - loss: 0.0236 - val_accuracy: 0.8967 - val_loss: 0.6726\n",
      "Epoch 14/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m9s\u001B[0m 38ms/step - accuracy: 0.9915 - loss: 0.0218 - val_accuracy: 0.8966 - val_loss: 0.6944\n",
      "Epoch 15/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 39ms/step - accuracy: 0.9915 - loss: 0.0228 - val_accuracy: 0.8939 - val_loss: 0.7626\n",
      "\u001B[1m313/313\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m1s\u001B[0m 3ms/step\n",
      "Epoch 1/15\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\machineLearning\\venv\\Lib\\site-packages\\keras\\src\\layers\\core\\embedding.py:97: UserWarning: Argument `input_length` is deprecated. Just remove it.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m46s\u001B[0m 179ms/step - accuracy: 0.7101 - loss: 0.5434 - val_accuracy: 0.8790 - val_loss: 0.2941\n",
      "Epoch 2/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m44s\u001B[0m 174ms/step - accuracy: 0.9257 - loss: 0.2067 - val_accuracy: 0.8849 - val_loss: 0.2775\n",
      "Epoch 3/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m80s\u001B[0m 319ms/step - accuracy: 0.9599 - loss: 0.1225 - val_accuracy: 0.8800 - val_loss: 0.3135\n",
      "Epoch 4/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m80s\u001B[0m 309ms/step - accuracy: 0.9704 - loss: 0.0877 - val_accuracy: 0.8834 - val_loss: 0.4330\n",
      "Epoch 5/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m77s\u001B[0m 310ms/step - accuracy: 0.9586 - loss: 0.1123 - val_accuracy: 0.8783 - val_loss: 0.3628\n",
      "Epoch 6/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m83s\u001B[0m 313ms/step - accuracy: 0.9831 - loss: 0.0564 - val_accuracy: 0.8736 - val_loss: 0.5163\n",
      "Epoch 7/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m82s\u001B[0m 312ms/step - accuracy: 0.9899 - loss: 0.0324 - val_accuracy: 0.8635 - val_loss: 0.4601\n",
      "Epoch 8/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m79s\u001B[0m 317ms/step - accuracy: 0.9887 - loss: 0.0352 - val_accuracy: 0.8444 - val_loss: 0.4255\n",
      "Epoch 9/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m82s\u001B[0m 315ms/step - accuracy: 0.9831 - loss: 0.0554 - val_accuracy: 0.8664 - val_loss: 0.5469\n",
      "Epoch 10/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m83s\u001B[0m 317ms/step - accuracy: 0.9918 - loss: 0.0251 - val_accuracy: 0.8770 - val_loss: 0.6692\n",
      "Epoch 11/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m81s\u001B[0m 312ms/step - accuracy: 0.9958 - loss: 0.0158 - val_accuracy: 0.8659 - val_loss: 0.5170\n",
      "Epoch 12/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m79s\u001B[0m 315ms/step - accuracy: 0.9919 - loss: 0.0294 - val_accuracy: 0.8760 - val_loss: 0.6946\n",
      "Epoch 13/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m82s\u001B[0m 316ms/step - accuracy: 0.9938 - loss: 0.0204 - val_accuracy: 0.8749 - val_loss: 0.6478\n",
      "Epoch 14/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m82s\u001B[0m 315ms/step - accuracy: 0.9904 - loss: 0.0316 - val_accuracy: 0.8758 - val_loss: 0.7026\n",
      "Epoch 15/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m81s\u001B[0m 312ms/step - accuracy: 0.9977 - loss: 0.0097 - val_accuracy: 0.8727 - val_loss: 0.7447\n",
      "\u001B[1m313/313\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m13s\u001B[0m 41ms/step\n",
      "Epoch 1/15\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\machineLearning\\venv\\Lib\\site-packages\\keras\\src\\layers\\core\\embedding.py:97: UserWarning: Argument `input_length` is deprecated. Just remove it.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m24s\u001B[0m 84ms/step - accuracy: 0.6588 - loss: 0.5664 - val_accuracy: 0.8825 - val_loss: 0.2805\n",
      "Epoch 2/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m31s\u001B[0m 43ms/step - accuracy: 0.9601 - loss: 0.1232 - val_accuracy: 0.8750 - val_loss: 0.3294\n",
      "Epoch 3/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9953 - loss: 0.0183 - val_accuracy: 0.8799 - val_loss: 0.5103\n",
      "Epoch 4/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 40ms/step - accuracy: 0.9990 - loss: 0.0034 - val_accuracy: 0.8737 - val_loss: 0.6538\n",
      "Epoch 5/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m11s\u001B[0m 42ms/step - accuracy: 0.9996 - loss: 0.0020 - val_accuracy: 0.8715 - val_loss: 0.7184\n",
      "Epoch 6/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 42ms/step - accuracy: 0.9997 - loss: 0.0012 - val_accuracy: 0.8510 - val_loss: 0.8469\n",
      "Epoch 7/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9950 - loss: 0.0151 - val_accuracy: 0.8556 - val_loss: 0.7349\n",
      "Epoch 8/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 42ms/step - accuracy: 0.9964 - loss: 0.0111 - val_accuracy: 0.8650 - val_loss: 0.7749\n",
      "Epoch 9/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9981 - loss: 0.0055 - val_accuracy: 0.8634 - val_loss: 0.8397\n",
      "Epoch 10/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 42ms/step - accuracy: 0.9983 - loss: 0.0048 - val_accuracy: 0.8679 - val_loss: 0.9156\n",
      "Epoch 11/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9993 - loss: 0.0020 - val_accuracy: 0.8590 - val_loss: 1.0911\n",
      "Epoch 12/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9993 - loss: 0.0040 - val_accuracy: 0.8666 - val_loss: 1.0271\n",
      "Epoch 13/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9995 - loss: 0.0020 - val_accuracy: 0.8619 - val_loss: 0.9201\n",
      "Epoch 14/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9980 - loss: 0.0060 - val_accuracy: 0.8662 - val_loss: 0.9304\n",
      "Epoch 15/15\n",
      "\u001B[1m250/250\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m10s\u001B[0m 41ms/step - accuracy: 0.9985 - loss: 0.0038 - val_accuracy: 0.8595 - val_loss: 0.9668\n",
      "\u001B[1m313/313\u001B[0m \u001B[32m━━━━━━━━━━━━━━━━━━━━\u001B[0m\u001B[37m\u001B[0m \u001B[1m1s\u001B[0m 2ms/step\n",
      "CNN: Train Time = 129.75 s, Accuracy = 0.8944\n",
      "RNN: Train Time = 1139.59 s, Accuracy = 0.8781\n",
      "MLP: Train Time = 189.05 s, Accuracy = 0.8705\n"
     ]
    }
   ],
   "execution_count": 23
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 模型可视化",
   "id": "ae28b9da125d962b"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-06-12T09:36:47.289794Z",
     "start_time": "2025-06-12T09:36:46.964212Z"
    }
   },
   "cell_type": "code",
   "source": [
    "\n",
    "# 可视化准确率对比\n",
    "plt.figure(figsize=(10, 6))\n",
    "models = list(results.keys())\n",
    "accuracies = [results[model]['Accuracy'] for model in models]\n",
    "times = [results[model]['Time (s)'] for model in models]\n",
    "x = np.arange(len(models))\n",
    "width = 0.35\n",
    "\n",
    "plt.bar(x - width/2, accuracies, width, label='Accuracy', color='skyblue')\n",
    "plt.bar(x + width/2, times, width, label='Time (s)', color='lightcoral')\n",
    "plt.xlabel('Models', fontsize=12)\n",
    "plt.ylabel('Values', fontsize=12)\n",
    "plt.title('Model Performance Comparison', fontsize=14, fontweight='bold')\n",
    "plt.xticks(x, models, fontsize=12)\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "\n",
    "# 可视化训练过程\n",
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(1, 3, 1)\n",
    "plt.plot(cnn_history.history['accuracy'], label='CNN Train')\n",
    "plt.plot(cnn_history.history['val_accuracy'], label='CNN Val')\n",
    "plt.title('CNN Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 3, 2)\n",
    "plt.plot(rnn_history.history['accuracy'], label='RNN Train')\n",
    "plt.plot(rnn_history.history['val_accuracy'], label='RNN Val')\n",
    "plt.title('RNN Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 3, 3)\n",
    "plt.plot(mlp_history.history['accuracy'], label='MLP Train')\n",
    "plt.plot(mlp_history.history['val_accuracy'], label='MLP Val')\n",
    "plt.title('MLP Accuracy')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ],
   "id": "cbf66fc93e076670",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x400 with 3 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 24
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
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